{
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  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "31bf28cc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: pip in c:\\users\\19857\\appdata\\roaming\\python\\python312\\site-packages (24.2)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install --upgrade pip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "102d97f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Requirement already satisfied: matplotlib in d:\\an\\lib\\site-packages (3.8.4)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in d:\\an\\lib\\site-packages (from matplotlib) (1.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in d:\\an\\lib\\site-packages (from matplotlib) (0.11.0)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in d:\\an\\lib\\site-packages (from matplotlib) (4.51.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in d:\\an\\lib\\site-packages (from matplotlib) (1.4.4)\n",
      "Requirement already satisfied: numpy>=1.21 in d:\\an\\lib\\site-packages (from matplotlib) (1.26.4)\n",
      "Requirement already satisfied: packaging>=20.0 in d:\\an\\lib\\site-packages (from matplotlib) (23.2)\n",
      "Requirement already satisfied: pillow>=8 in d:\\an\\lib\\site-packages (from matplotlib) (10.3.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in d:\\an\\lib\\site-packages (from matplotlib) (3.0.9)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in d:\\an\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in d:\\an\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install matplotlib -i https://pypi.tuna.tsinghua.edu.cn/simple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ac25fff3",
   "metadata": {},
   "outputs": [
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     "name": "stdout",
     "output_type": "stream",
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      "Font family: Bookman Old Style, Font file: C:\\Windows\\Fonts\\BOOKOSBI.TTF\n",
      "Font family: Gill Sans MT, Font file: C:\\Windows\\Fonts\\GILI____.TTF\n",
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      "Font family: Eras Demi ITC, Font file: C:\\Windows\\Fonts\\ERASDEMI.TTF\n",
      "Font family: Tahoma, Font file: C:\\Windows\\Fonts\\tahoma.ttf\n",
      "Font family: Microsoft YaHei, Font file: C:\\Windows\\Fonts\\msyh.ttc\n",
      "Font family: Gadugi, Font file: C:\\Windows\\Fonts\\gadugi.ttf\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ARIALNI.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_CR.TTF\n",
      "Font family: Chiller, Font file: C:\\Windows\\Fonts\\CHILLER.TTF\n",
      "Font family: Leelawadee, Font file: C:\\Windows\\Fonts\\LEELAWAD.TTF\n",
      "Font family: Gill Sans MT Condensed, Font file: C:\\Windows\\Fonts\\GILC____.TTF\n",
      "Font family: Stencil, Font file: C:\\Windows\\Fonts\\STENCIL.TTF\n",
      "Font family: Verdana, Font file: C:\\Windows\\Fonts\\verdanai.ttf\n",
      "Font family: Magneto, Font file: C:\\Windows\\Fonts\\MAGNETOB.TTF\n",
      "Font family: MV Boli, Font file: C:\\Windows\\Fonts\\mvboli.ttf\n",
      "Font family: Onyx, Font file: C:\\Windows\\Fonts\\ONYX.TTF\n",
      "Font family: FangSong, Font file: C:\\Windows\\Fonts\\simfang.ttf\n",
      "Font family: Century Gothic, Font file: C:\\Windows\\Fonts\\GOTHIC.TTF\n",
      "Font family: Segoe MDL2 Assets, Font file: C:\\Windows\\Fonts\\segmdl2.ttf\n",
      "Font family: Lucida Sans Typewriter, Font file: C:\\Windows\\Fonts\\LTYPEBO.TTF\n",
      "Font family: Leelawadee, Font file: C:\\Windows\\Fonts\\LEELAWDB.TTF\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbelb.ttf\n",
      "Font family: Cambria, Font file: C:\\Windows\\Fonts\\cambria.ttc\n",
      "Font family: Curlz MT, Font file: C:\\Windows\\Fonts\\CURLZ___.TTF\n",
      "Font family: French Script MT, Font file: C:\\Windows\\Fonts\\FRSCRIPT.TTF\n",
      "Font family: Tw Cen MT, Font file: C:\\Windows\\Fonts\\TCBI____.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\arial.ttf\n",
      "Font family: Elephant, Font file: C:\\Windows\\Fonts\\ELEPHNTI.TTF\n",
      "Font family: Castellar, Font file: C:\\Windows\\Fonts\\CASTELAR.TTF\n",
      "Font family: Microsoft New Tai Lue, Font file: C:\\Windows\\Fonts\\ntailu.ttf\n",
      "Font family: Times New Roman, Font file: C:\\Windows\\Fonts\\timesbd.ttf\n",
      "Font family: Book Antiqua, Font file: C:\\Windows\\Fonts\\BKANT.TTF\n",
      "Font family: Vladimir Script, Font file: C:\\Windows\\Fonts\\VLADIMIR.TTF\n",
      "Font family: HYZhongYuanB5, Font file: C:\\ProgramData\\kingsoft\\office6\\muifont\\GW\\HYZYB5.ttf\n",
      "Font family: Century Gothic, Font file: C:\\Windows\\Fonts\\GOTHICB.TTF\n",
      "Font family: HP Simplified Hans, Font file: C:\\Windows\\Fonts\\hpsimplifiedhans-light.ttf\n",
      "Font family: Leelawadee UI, Font file: C:\\Windows\\Fonts\\LeelaUIb.ttf\n",
      "Font family: Segoe Print, Font file: C:\\Windows\\Fonts\\segoeprb.ttf\n",
      "Font family: Lucida Bright, Font file: C:\\Windows\\Fonts\\LBRITE.TTF\n",
      "Font family: Script MT Bold, Font file: C:\\Windows\\Fonts\\SCRIPTBL.TTF\n",
      "Font family: Century Gothic, Font file: C:\\Windows\\Fonts\\GOTHICBI.TTF\n",
      "Font family: HP Simplified Jpan, Font file: C:\\Windows\\Fonts\\hpsimplifiedjpan-regular.ttf\n",
      "Font family: Century Gothic, Font file: C:\\Windows\\Fonts\\GOTHICI.TTF\n",
      "Font family: Times New Roman, Font file: C:\\Windows\\Fonts\\times.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibrili.ttf\n",
      "Font family: Franklin Gothic Medium, Font file: C:\\Windows\\Fonts\\framdit.ttf\n",
      "Font family: Cambria, Font file: C:\\Windows\\Fonts\\cambriab.ttf\n",
      "Font family: Segoe Script, Font file: C:\\Windows\\Fonts\\segoesc.ttf\n",
      "Font family: Perpetua, Font file: C:\\Windows\\Fonts\\PERBI___.TTF\n",
      "Font family: Segoe Script, Font file: C:\\Windows\\Fonts\\segoescb.ttf\n",
      "Font family: Segoe Fluent Icons, Font file: C:\\Windows\\Fonts\\SegoeIcons.ttf\n",
      "Font family: Gadugi, Font file: C:\\Windows\\Fonts\\gadugib.ttf\n",
      "Font family: Garamond, Font file: C:\\Windows\\Fonts\\GARA.TTF\n",
      "Font family: Cambria, Font file: C:\\Windows\\Fonts\\cambriaz.ttf\n",
      "Font family: MS Gothic, Font file: C:\\Windows\\Fonts\\msgothic.ttc\n",
      "Font family: Lucida Calligraphy, Font file: C:\\Windows\\Fonts\\LCALLIG.TTF\n",
      "Font family: Informal Roman, Font file: C:\\Windows\\Fonts\\INFROMAN.TTF\n",
      "Font family: Lucida Sans, Font file: C:\\Windows\\Fonts\\LSANSDI.TTF\n",
      "Font family: Consolas, Font file: C:\\Windows\\Fonts\\consolai.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibri.ttf\n",
      "Font family: Microsoft YaHei, Font file: C:\\Windows\\Fonts\\msyhl.ttc\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibrib.ttf\n",
      "Font family: Rockwell Condensed, Font file: C:\\Windows\\Fonts\\ROCCB___.TTF\n",
      "Font family: Lucida Sans, Font file: C:\\Windows\\Fonts\\LSANS.TTF\n",
      "Font family: Palace Script MT, Font file: C:\\Windows\\Fonts\\PALSCRI.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_CB.TTF\n",
      "Font family: Parchment, Font file: C:\\Windows\\Fonts\\PARCHM.TTF\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_LtIt.ttf\n",
      "Font family: Georgia, Font file: C:\\Windows\\Fonts\\georgia.ttf\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candarab.ttf\n",
      "Font family: Franklin Gothic Book, Font file: C:\\Windows\\Fonts\\FRABK.TTF\n",
      "Font family: Gill Sans MT, Font file: C:\\Windows\\Fonts\\GILB____.TTF\n",
      "Font family: Bell MT, Font file: C:\\Windows\\Fonts\\BELL.TTF\n",
      "Font family: Showcard Gothic, Font file: C:\\Windows\\Fonts\\SHOWG.TTF\n",
      "Font family: Gigi, Font file: C:\\Windows\\Fonts\\GIGI.TTF\n",
      "Font family: Jokerman, Font file: C:\\Windows\\Fonts\\JOKERMAN.TTF\n",
      "Font family: Rockwell, Font file: C:\\Windows\\Fonts\\ROCKI.TTF\n",
      "Font family: Brush Script MT, Font file: C:\\Windows\\Fonts\\BRUSHSCI.TTF\n",
      "Font family: Vivaldi, Font file: C:\\Windows\\Fonts\\VIVALDII.TTF\n",
      "Font family: Matura MT Script Capitals, Font file: C:\\Windows\\Fonts\\MATURASC.TTF\n",
      "Font family: Calisto MT, Font file: C:\\Windows\\Fonts\\CALISTBI.TTF\n",
      "Font family: Bell MT, Font file: C:\\Windows\\Fonts\\BELLI.TTF\n",
      "Font family: Lucida Sans Typewriter, Font file: C:\\Windows\\Fonts\\LTYPEB.TTF\n",
      "Font family: STXingkai, Font file: C:\\Windows\\Fonts\\STXINGKA.TTF\n",
      "Font family: Consolas, Font file: C:\\Windows\\Fonts\\consola.ttf\n",
      "Font family: Mongolian Baiti, Font file: C:\\Windows\\Fonts\\monbaiti.ttf\n",
      "Font family: Felix Titling, Font file: C:\\Windows\\Fonts\\FELIXTI.TTF\n",
      "Font family: Ebrima, Font file: C:\\Windows\\Fonts\\ebrimabd.ttf\n",
      "Font family: DengXian, Font file: C:\\Windows\\Fonts\\Dengl.ttf\n",
      "Font family: Gill Sans MT Ext Condensed Bold, Font file: C:\\Windows\\Fonts\\GLSNECB.TTF\n",
      "Font family: Tempus Sans ITC, Font file: C:\\Windows\\Fonts\\TEMPSITC.TTF\n",
      "Font family: Bookshelf Symbol 7, Font file: C:\\Windows\\Fonts\\BSSYM7.TTF\n",
      "Font family: Palatino Linotype, Font file: C:\\Windows\\Fonts\\pala.ttf\n",
      "Font family: Broadway, Font file: C:\\Windows\\Fonts\\BROADW.TTF\n",
      "Font family: Perpetua, Font file: C:\\Windows\\Fonts\\PERB____.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\arialbd.ttf\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbell.ttf\n",
      "Font family: IQYHT, Font file: C:\\Windows\\Fonts\\IQYHT-Bold.ttf\n",
      "Font family: Lucida Sans, Font file: C:\\Windows\\Fonts\\LSANSI.TTF\n",
      "Font family: Verdana, Font file: C:\\Windows\\Fonts\\verdanaz.ttf\n",
      "Font family: Tw Cen MT Condensed, Font file: C:\\Windows\\Fonts\\TCCB____.TTF\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_It.ttf\n",
      "Font family: Modern No. 20, Font file: C:\\Windows\\Fonts\\MOD20.TTF\n",
      "Font family: Rockwell, Font file: C:\\Windows\\Fonts\\ROCKB.TTF\n",
      "Font family: Microsoft PhagsPa, Font file: C:\\Windows\\Fonts\\phagspab.ttf\n",
      "Font family: Calisto MT, Font file: C:\\Windows\\Fonts\\CALISTI.TTF\n",
      "Font family: Nirmala UI, Font file: C:\\Windows\\Fonts\\Nirmala.ttf\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_Rg.ttf\n",
      "Font family: Gill Sans MT, Font file: C:\\Windows\\Fonts\\GILBI___.TTF\n",
      "Font family: Franklin Gothic Heavy, Font file: C:\\Windows\\Fonts\\FRAHV.TTF\n",
      "Font family: Niagara Solid, Font file: C:\\Windows\\Fonts\\NIAGSOL.TTF\n",
      "Font family: Lucida Fax, Font file: C:\\Windows\\Fonts\\LFAX.TTF\n",
      "Font family: Franklin Gothic Book, Font file: C:\\Windows\\Fonts\\FRABKIT.TTF\n",
      "Font family: Wingdings 3, Font file: C:\\Windows\\Fonts\\WINGDNG3.TTF\n",
      "Font family: Century Schoolbook, Font file: C:\\Windows\\Fonts\\SCHLBKI.TTF\n",
      "Font family: Centaur, Font file: C:\\Windows\\Fonts\\CENTAUR.TTF\n",
      "Font family: Myanmar Text, Font file: C:\\Windows\\Fonts\\mmrtext.ttf\n",
      "Font family: Imprint MT Shadow, Font file: C:\\Windows\\Fonts\\IMPRISHA.TTF\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_BdIt.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguili.ttf\n",
      "Font family: Franklin Gothic Medium, Font file: C:\\Windows\\Fonts\\framd.ttf\n",
      "Font family: Segoe Print, Font file: C:\\Windows\\Fonts\\segoepr.ttf\n",
      "Font family: Times New Roman, Font file: C:\\Windows\\Fonts\\timesi.ttf\n",
      "Font family: Courier New, Font file: C:\\Windows\\Fonts\\cour.ttf\n",
      "Font family: Sitka, Font file: C:\\Windows\\Fonts\\SitkaVF-Italic.ttf\n",
      "Font family: Garamond, Font file: C:\\Windows\\Fonts\\GARABD.TTF\n",
      "Font family: Segoe UI Emoji, Font file: C:\\Windows\\Fonts\\seguiemj.ttf\n",
      "Font family: Kunstler Script, Font file: C:\\Windows\\Fonts\\KUNSTLER.TTF\n",
      "Font family: Dubai, Font file: C:\\Windows\\Fonts\\DUBAI-REGULAR.TTF\n",
      "Font family: Microsoft PhagsPa, Font file: C:\\Windows\\Fonts\\phagspa.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_B.TTF\n",
      "Font family: DengXian, Font file: C:\\Windows\\Fonts\\Dengb.ttf\n",
      "Font family: Georgia, Font file: C:\\Windows\\Fonts\\georgiaz.ttf\n",
      "Font family: Georgia, Font file: C:\\Windows\\Fonts\\georgiab.ttf\n",
      "Font family: Microsoft Uighur, Font file: C:\\Windows\\Fonts\\MSUIGHUR.TTF\n",
      "Font family: Dubai, Font file: C:\\Windows\\Fonts\\DUBAI-MEDIUM.TTF\n",
      "Font family: Ebrima, Font file: C:\\Windows\\Fonts\\ebrima.ttf\n",
      "Font family: Webdings, Font file: C:\\Windows\\Fonts\\webdings.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuil.ttf\n",
      "Font family: STZhongsong, Font file: C:\\Windows\\Fonts\\STZHONGS.TTF\n",
      "Font family: Lucida Handwriting, Font file: C:\\Windows\\Fonts\\LHANDW.TTF\n",
      "Font family: Lucida Bright, Font file: C:\\Windows\\Fonts\\LBRITEDI.TTF\n",
      "Font family: Elephant, Font file: C:\\Windows\\Fonts\\ELEPHNT.TTF\n",
      "Font family: Mistral, Font file: C:\\Windows\\Fonts\\MISTRAL.TTF\n",
      "Font family: Palatino Linotype, Font file: C:\\Windows\\Fonts\\palabi.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguisli.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibriz.ttf\n",
      "Font family: Constantia, Font file: C:\\Windows\\Fonts\\constani.ttf\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ariblk.ttf\n",
      "Font family: Niagara Engraved, Font file: C:\\Windows\\Fonts\\NIAGENG.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ARIALN.TTF\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuib.ttf\n",
      "Font family: Palatino Linotype, Font file: C:\\Windows\\Fonts\\palai.ttf\n",
      "Font family: Franklin Gothic Demi, Font file: C:\\Windows\\Fonts\\FRADMIT.TTF\n",
      "Font family: Engravers MT, Font file: C:\\Windows\\Fonts\\ENGR.TTF\n",
      "Font family: Microsoft JhengHei, Font file: C:\\Windows\\Fonts\\msjh.ttc\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candarali.ttf\n",
      "Font family: Tahoma, Font file: C:\\Windows\\Fonts\\tahomabd.ttf\n",
      "Font family: Javanese Text, Font file: C:\\Windows\\Fonts\\javatext.ttf\n",
      "Font family: DejaVu Sans Mono, Font file: C:\\Windows\\Fonts\\DejaVuSansMono-BoldOblique_0.ttf\n",
      "Font family: Comic Sans MS, Font file: C:\\Windows\\Fonts\\comicbd.ttf\n",
      "Font family: Pristina, Font file: C:\\Windows\\Fonts\\PRISTINA.TTF\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibrii.ttf\n",
      "Font family: Franklin Gothic Demi Cond, Font file: C:\\Windows\\Fonts\\FRADMCN.TTF\n",
      "Font family: Lucida Sans Typewriter, Font file: C:\\Windows\\Fonts\\LTYPE.TTF\n",
      "Font family: Yu Gothic, Font file: C:\\Windows\\Fonts\\YuGothM.ttc\n",
      "Font family: Lucida Bright, Font file: C:\\Windows\\Fonts\\LBRITED.TTF\n",
      "Font family: Nirmala UI, Font file: C:\\Windows\\Fonts\\NirmalaS.ttf\n",
      "Font family: Book Antiqua, Font file: C:\\Windows\\Fonts\\ANTQUAB.TTF\n",
      "Font family: Malgun Gothic, Font file: C:\\Windows\\Fonts\\malgun.ttf\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ARIALNB.TTF\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candaraz.ttf\n",
      "Font family: Calisto MT, Font file: C:\\Windows\\Fonts\\CALIST.TTF\n",
      "Font family: Bookman Old Style, Font file: C:\\Windows\\Fonts\\BOOKOS.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ariali.ttf\n",
      "Font family: Copperplate Gothic Bold, Font file: C:\\Windows\\Fonts\\COPRGTB.TTF\n",
      "Font family: DejaVu Sans Mono, Font file: C:\\Windows\\Fonts\\DejaVuSansMono_0.ttf\n",
      "Font family: Ravie, Font file: C:\\Windows\\Fonts\\RAVIE.TTF\n",
      "Font family: Microsoft Uighur, Font file: C:\\Windows\\Fonts\\MSUIGHUB.TTF\n",
      "Font family: Microsoft Yi Baiti, Font file: C:\\Windows\\Fonts\\msyi.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibril.ttf\n",
      "Font family: Bernard MT Condensed, Font file: C:\\Windows\\Fonts\\BERNHC.TTF\n",
      "Font family: Century Schoolbook, Font file: C:\\Windows\\Fonts\\SCHLBKBI.TTF\n",
      "Font family: Leelawadee UI, Font file: C:\\Windows\\Fonts\\LeelawUI.ttf\n",
      "Font family: Eras Medium ITC, Font file: C:\\Windows\\Fonts\\ERASMD.TTF\n",
      "Font family: STCaiyun, Font file: C:\\Windows\\Fonts\\STCAIYUN.TTF\n",
      "Font family: Californian FB, Font file: C:\\Windows\\Fonts\\CALIFB.TTF\n",
      "Font family: Baskerville Old Face, Font file: C:\\Windows\\Fonts\\BASKVILL.TTF\n",
      "Font family: Agency FB, Font file: C:\\Windows\\Fonts\\AGENCYB.TTF\n",
      "Font family: Lucida Bright, Font file: C:\\Windows\\Fonts\\LBRITEI.TTF\n",
      "Font family: STSong, Font file: C:\\Windows\\Fonts\\STSONG.TTF\n",
      "Font family: Arial Rounded MT Bold, Font file: C:\\Windows\\Fonts\\ARLRDBD.TTF\n",
      "Font family: Snap ITC, Font file: C:\\Windows\\Fonts\\SNAP____.TTF\n",
      "Font family: Goudy Stout, Font file: C:\\Windows\\Fonts\\GOUDYSTO.TTF\n",
      "Font family: Trebuchet MS, Font file: C:\\Windows\\Fonts\\trebucbd.ttf\n",
      "Font family: Monotype Corsiva, Font file: C:\\Windows\\Fonts\\MTCORSVA.TTF\n",
      "Font family: YouYuan, Font file: C:\\Windows\\Fonts\\SIMYOU.TTF\n",
      "Font family: Rockwell, Font file: C:\\Windows\\Fonts\\ROCKBI.TTF\n",
      "Font family: Bahnschrift, Font file: C:\\Windows\\Fonts\\bahnschrift.ttf\n",
      "Font family: Courier New, Font file: C:\\Windows\\Fonts\\couri.ttf\n",
      "Font family: SimSun, Font file: C:\\Windows\\Fonts\\simsun.ttc\n",
      "Font family: Microsoft Himalaya, Font file: C:\\Windows\\Fonts\\himalaya.ttf\n",
      "Font family: Tw Cen MT, Font file: C:\\Windows\\Fonts\\TCB_____.TTF\n",
      "Font family: Courier New, Font file: C:\\Windows\\Fonts\\courbd.ttf\n",
      "Font family: Century Schoolbook, Font file: C:\\Windows\\Fonts\\CENSCBK.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_BLAR.TTF\n",
      "Font family: Goudy Old Style, Font file: C:\\Windows\\Fonts\\GOUDOSI.TTF\n",
      "Font family: Gloucester MT Extra Condensed, Font file: C:\\Windows\\Fonts\\GLECB.TTF\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguisb.ttf\n",
      "Font family: STFangsong, Font file: C:\\Windows\\Fonts\\STFANGSO.TTF\n",
      "Font family: Comic Sans MS, Font file: C:\\Windows\\Fonts\\comic.ttf\n",
      "Font family: Haettenschweiler, Font file: C:\\Windows\\Fonts\\HATTEN.TTF\n",
      "Font family: Californian FB, Font file: C:\\Windows\\Fonts\\CALIFI.TTF\n",
      "Font family: Comic Sans MS, Font file: C:\\Windows\\Fonts\\comici.ttf\n",
      "Font family: Ink Free, Font file: C:\\Windows\\Fonts\\Inkfree.ttf\n",
      "Font family: Book Antiqua, Font file: C:\\Windows\\Fonts\\ANTQUAI.TTF\n",
      "Font family: Courier New, Font file: C:\\Windows\\Fonts\\courbi.ttf\n",
      "Font family: Footlight MT Light, Font file: C:\\Windows\\Fonts\\FTLTLT.TTF\n",
      "Font family: Yu Gothic, Font file: C:\\Windows\\Fonts\\YuGothR.ttc\n",
      "Font family: IQYHT, Font file: C:\\Windows\\Fonts\\IQYHT-Medium.ttf\n",
      "Font family: MT Extra, Font file: C:\\ProgramData\\kingsoft\\office6\\mtfont\\mtextra.ttf\n",
      "Font family: Lucida Fax, Font file: C:\\Windows\\Fonts\\LFAXD.TTF\n",
      "Font family: Playbill, Font file: C:\\Windows\\Fonts\\PLAYBILL.TTF\n",
      "Font family: Tw Cen MT Condensed Extra Bold, Font file: C:\\Windows\\Fonts\\TCCEB.TTF\n",
      "Font family: STHupo, Font file: C:\\Windows\\Fonts\\STHUPO.TTF\n",
      "Font family: Trebuchet MS, Font file: C:\\Windows\\Fonts\\trebucit.ttf\n",
      "Font family: Bell MT, Font file: C:\\Windows\\Fonts\\BELLB.TTF\n",
      "Font family: Malgun Gothic, Font file: C:\\Windows\\Fonts\\malgunsl.ttf\n",
      "Font family: HP Simplified Jpan, Font file: C:\\Windows\\Fonts\\hpsimplifiedjpan-light.ttf\n",
      "Font family: Times New Roman, Font file: C:\\Windows\\Fonts\\timesbi.ttf\n",
      "Font family: Blackadder ITC, Font file: C:\\Windows\\Fonts\\ITCBLKAD.TTF\n",
      "Font family: Kingsoft Symbol, Font file: C:\\ProgramData\\kingsoft\\office6\\KingsoftSymbol\\KingsoftSymbol.ttf\n",
      "Font family: Microsoft JhengHei, Font file: C:\\Windows\\Fonts\\msjhbd.ttc\n",
      "Font family: Old English Text MT, Font file: C:\\Windows\\Fonts\\OLDENGL.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_CBI.TTF\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candara.ttf\n",
      "Font family: Lucida Fax, Font file: C:\\Windows\\Fonts\\LFAXDI.TTF\n",
      "Font family: FZFangSong-Z02, Font file: C:\\ProgramData\\kingsoft\\office6\\muifont\\GW\\FZFS_GBK.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_R.TTF\n",
      "Font family: Franklin Gothic Medium Cond, Font file: C:\\Windows\\Fonts\\FRAMDCN.TTF\n",
      "Font family: Perpetua Titling MT, Font file: C:\\Windows\\Fonts\\PERTILI.TTF\n",
      "Font family: Franklin Gothic Demi, Font file: C:\\Windows\\Fonts\\FRADM.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_I.TTF\n",
      "Font family: FZShuTi, Font file: C:\\Windows\\Fonts\\FZSTK.TTF\n",
      "Font family: MS Reference Specialty, Font file: C:\\Windows\\Fonts\\REFSPCL.TTF\n",
      "Font family: SimSun-ExtB, Font file: C:\\Windows\\Fonts\\simsunb.ttf\n",
      "Font family: Algerian, Font file: C:\\Windows\\Fonts\\ALGER.TTF\n",
      "Font family: Rage Italic, Font file: C:\\Windows\\Fonts\\RAGE.TTF\n",
      "Font family: Symbol, Font file: C:\\Windows\\Fonts\\symbol.ttf\n",
      "Font family: High Tower Text, Font file: C:\\Windows\\Fonts\\HTOWERT.TTF\n",
      "Font family: Malgun Gothic, Font file: C:\\Windows\\Fonts\\malgunbd.ttf\n",
      "Font family: Rockwell, Font file: C:\\Windows\\Fonts\\ROCK.TTF\n",
      "Font family: Maiandra GD, Font file: C:\\Windows\\Fonts\\MAIAN.TTF\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candarai.ttf\n",
      "Font family: MingLiU-ExtB, Font file: C:\\Windows\\Fonts\\mingliub.ttc\n",
      "Font family: Viner Hand ITC, Font file: C:\\Windows\\Fonts\\VINERITC.TTF\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuisl.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguisbi.ttf\n",
      "Font family: Agency FB, Font file: C:\\Windows\\Fonts\\AGENCYR.TTF\n",
      "Font family: Eras Bold ITC, Font file: C:\\Windows\\Fonts\\ERASBD.TTF\n",
      "Font family: Lucida Sans Typewriter, Font file: C:\\Windows\\Fonts\\LTYPEO.TTF\n",
      "Font family: STLiti, Font file: C:\\Windows\\Fonts\\STLITI.TTF\n",
      "Font family: Cooper Black, Font file: C:\\Windows\\Fonts\\COOPBL.TTF\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_Lt.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuiz.ttf\n",
      "Font family: Trebuchet MS, Font file: C:\\Windows\\Fonts\\trebuc.ttf\n",
      "Font family: Bookman Old Style, Font file: C:\\Windows\\Fonts\\BOOKOSI.TTF\n",
      "Font family: Leelawadee UI, Font file: C:\\Windows\\Fonts\\LeelUIsl.ttf\n",
      "Font family: Wide Latin, Font file: C:\\Windows\\Fonts\\LATINWD.TTF\n",
      "Font family: Kristen ITC, Font file: C:\\Windows\\Fonts\\ITCKRIST.TTF\n",
      "Font family: Poor Richard, Font file: C:\\Windows\\Fonts\\POORICH.TTF\n",
      "Font family: Copperplate Gothic Light, Font file: C:\\Windows\\Fonts\\COPRGTL.TTF\n",
      "Font family: Juice ITC, Font file: C:\\Windows\\Fonts\\JUICE___.TTF\n",
      "Font family: Wingdings 2, Font file: C:\\Windows\\Fonts\\WINGDNG2.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\arialbi.ttf\n",
      "Font family: Sans Serif Collection, Font file: C:\\Windows\\Fonts\\SansSerifCollection.ttf\n",
      "Font family: Papyrus, Font file: C:\\Windows\\Fonts\\PAPYRUS.TTF\n",
      "Font family: Garamond, Font file: C:\\Windows\\Fonts\\GARAIT.TTF\n",
      "Font family: Gabriola, Font file: C:\\Windows\\Fonts\\Gabriola.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuii.ttf\n",
      "Font family: Comic Sans MS, Font file: C:\\Windows\\Fonts\\comicz.ttf\n",
      "Font family: Constantia, Font file: C:\\Windows\\Fonts\\constanz.ttf\n",
      "Font family: Impact, Font file: C:\\Windows\\Fonts\\impact.ttf\n",
      "Font family: DejaVu Math TeX Gyre, Font file: C:\\ProgramData\\kingsoft\\office6\\omath\\DejaVuMathTeXGyre.ttf\n",
      "Font family: Forte, Font file: C:\\Windows\\Fonts\\FORTE.TTF\n",
      "Font family: Rockwell Extra Bold, Font file: C:\\Windows\\Fonts\\ROCKEB.TTF\n",
      "Font family: IQYHT, Font file: C:\\Windows\\Fonts\\IQYHT-Regular.ttf\n",
      "Font family: Berlin Sans FB, Font file: C:\\Windows\\Fonts\\BRLNSR.TTF\n",
      "Font family: Cambria, Font file: C:\\Windows\\Fonts\\cambriai.ttf\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbelz.ttf\n",
      "Font family: KaiTi, Font file: C:\\Windows\\Fonts\\simkai.ttf\n",
      "Font family: Colonna MT, Font file: C:\\Windows\\Fonts\\COLONNA.TTF\n",
      "Font family: Eras Light ITC, Font file: C:\\Windows\\Fonts\\ERASLGHT.TTF\n",
      "Font family: IQYHT, Font file: C:\\Windows\\Fonts\\IQYHT-Black.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_BI.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ARIALNBI.TTF\n",
      "Font family: Lucida Sans Unicode, Font file: C:\\Windows\\Fonts\\l_10646.ttf\n",
      "Font family: Bradley Hand ITC, Font file: C:\\Windows\\Fonts\\BRADHITC.TTF\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbel.ttf\n",
      "Font family: FZYaoTi, Font file: C:\\Windows\\Fonts\\FZYTK.TTF\n",
      "Font family: Perpetua Titling MT, Font file: C:\\Windows\\Fonts\\PERTIBD.TTF\n",
      "Font family: Nirmala UI, Font file: C:\\Windows\\Fonts\\NirmalaB.ttf\n",
      "Font family: Freestyle Script, Font file: C:\\Windows\\Fonts\\FREESCPT.TTF\n",
      "Font family: Sitka, Font file: C:\\Windows\\Fonts\\SitkaVF.ttf\n",
      "Font family: Georgia, Font file: C:\\Windows\\Fonts\\georgiai.ttf\n",
      "Font family: Segoe UI Historic, Font file: C:\\Windows\\Fonts\\seguihis.ttf\n",
      "Font family: Gill Sans Ultra Bold, Font file: C:\\Windows\\Fonts\\GILSANUB.TTF\n",
      "Font family: Microsoft Sans Serif, Font file: C:\\Windows\\Fonts\\micross.ttf\n",
      "Font family: Consolas, Font file: C:\\Windows\\Fonts\\consolab.ttf\n",
      "Font family: Lucida Console, Font file: C:\\Windows\\Fonts\\lucon.ttf\n",
      "Font family: DengXian, Font file: C:\\Windows\\Fonts\\Deng.ttf\n",
      "Font family: Gill Sans Ultra Bold Condensed, Font file: C:\\Windows\\Fonts\\GILLUBCD.TTF\n",
      "Font family: Consolas, Font file: C:\\Windows\\Fonts\\consolaz.ttf\n",
      "Font family: Microsoft Tai Le, Font file: C:\\Windows\\Fonts\\taile.ttf\n",
      "Font family: Microsoft Tai Le, Font file: C:\\Windows\\Fonts\\taileb.ttf\n",
      "Font family: Book Antiqua, Font file: C:\\Windows\\Fonts\\ANTQUABI.TTF\n",
      "Font family: Century, Font file: C:\\Windows\\Fonts\\CENTURY.TTF\n",
      "Font family: HYYeYXSJ, Font file: C:\\ProgramData\\kingsoft\\office6\\muifont\\GW\\HTYYXSTJ.ttf\n",
      "Font family: High Tower Text, Font file: C:\\Windows\\Fonts\\HTOWERTI.TTF\n",
      "Font family: Tw Cen MT Condensed, Font file: C:\\Windows\\Fonts\\TCCM____.TTF\n",
      "Font family: Calisto MT, Font file: C:\\Windows\\Fonts\\CALISTB.TTF\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbeli.ttf\n",
      "Font family: Dubai, Font file: C:\\Windows\\Fonts\\DUBAI-LIGHT.TTF\n",
      "Font family: MS Reference Sans Serif, Font file: C:\\Windows\\Fonts\\REFSAN.TTF\n",
      "Font family: HP Simplified Hans, Font file: C:\\Windows\\Fonts\\hpsimplifiedhans-regular.ttf\n",
      "Font family: Yu Gothic, Font file: C:\\Windows\\Fonts\\YuGothL.ttc\n",
      "Font family: Dubai, Font file: C:\\Windows\\Fonts\\DUBAI-BOLD.TTF\n",
      "Font family: Lucida Sans, Font file: C:\\Windows\\Fonts\\LSANSD.TTF\n",
      "Font family: Yu Gothic, Font file: C:\\Windows\\Fonts\\YuGothB.ttc\n",
      "Font family: DejaVu Sans Mono, Font file: C:\\Windows\\Fonts\\DejaVuSansMono-Bold_0.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeui.ttf\n",
      "Font family: Californian FB, Font file: C:\\Windows\\Fonts\\CALIFR.TTF\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguibl.ttf\n",
      "Font family: Microsoft YaHei, Font file: C:\\Windows\\Fonts\\msyhbd.ttc\n",
      "Font family: Britannic Bold, Font file: C:\\Windows\\Fonts\\BRITANIC.TTF\n",
      "Font family: Goudy Old Style, Font file: C:\\Windows\\Fonts\\GOUDOSB.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_BLAI.TTF\n",
      "Font family: GWZT-EN, Font file: C:\\ProgramData\\kingsoft\\office6\\muifont\\GW\\GWZT-EN.ttf\n",
      "Font family: Goudy Old Style, Font file: C:\\Windows\\Fonts\\GOUDOS.TTF\n",
      "Font family: Verdana, Font file: C:\\Windows\\Fonts\\verdana.ttf\n",
      "Font family: Harlow Solid Italic, Font file: C:\\Windows\\Fonts\\HARLOWSI.TTF\n",
      "Font family: LiSu, Font file: C:\\Windows\\Fonts\\SIMLI.TTF\n",
      "Font family: Perpetua, Font file: C:\\Windows\\Fonts\\PERI____.TTF\n",
      "Font family: HYZhongHei, Font file: C:\\Windows\\Fonts\\HYZhongHeiTi-197.ttf\n",
      "Font family: STKaiti, Font file: C:\\Windows\\Fonts\\STKAITI.TTF\n",
      "Font family: Segoe UI Symbol, Font file: C:\\Windows\\Fonts\\seguisym.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguibli.ttf\n",
      "Font family: Wingdings, Font file: C:\\Windows\\Fonts\\wingding.ttf\n",
      "Font family: Franklin Gothic Heavy, Font file: C:\\Windows\\Fonts\\FRAHVIT.TTF\n",
      "Font family: Gill Sans MT, Font file: C:\\Windows\\Fonts\\GIL_____.TTF\n",
      "Font family: Perpetua, Font file: C:\\Windows\\Fonts\\PER_____.TTF\n",
      "Font family: icomoon, Font file: C:\\Windows\\Fonts\\iqiyi_logov8.ttf\n",
      "Font family: Berlin Sans FB, Font file: C:\\Windows\\Fonts\\BRLNSB.TTF\n",
      "Font family: OCR A Extended, Font file: C:\\Windows\\Fonts\\OCRAEXT.TTF\n",
      "Font family: Harrington, Font file: C:\\Windows\\Fonts\\HARNGTON.TTF\n",
      "Font family: Verdana, Font file: C:\\Windows\\Fonts\\verdanab.ttf\n",
      "Font family: Sylfaen, Font file: C:\\Windows\\Fonts\\sylfaen.ttf\n",
      "Font family: Rockwell Condensed, Font file: C:\\Windows\\Fonts\\ROCC____.TTF\n",
      "Font family: DejaVu Sans Mono, Font file: C:\\Windows\\Fonts\\DejaVuSansMono-Oblique_0.ttf\n",
      "Font family: Microsoft New Tai Lue, Font file: C:\\Windows\\Fonts\\ntailub.ttf\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbelli.ttf\n",
      "Font family: MS Outlook, Font file: C:\\Windows\\Fonts\\OUTLOOK.TTF\n",
      "Font family: Tw Cen MT, Font file: C:\\Windows\\Fonts\\TCMI____.TTF\n",
      "Font family: Trebuchet MS, Font file: C:\\Windows\\Fonts\\trebucbi.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_PSTC.TTF\n",
      "Font family: Palatino Linotype, Font file: C:\\Windows\\Fonts\\palab.ttf\n",
      "Font family: Constantia, Font file: C:\\Windows\\Fonts\\constan.ttf\n",
      "Font family: Century Schoolbook, Font file: C:\\Windows\\Fonts\\SCHLBKB.TTF\n",
      "Font family: STXihei, Font file: C:\\Windows\\Fonts\\STXIHEI.TTF\n",
      "Font family: Segoe UI Variable, Font file: C:\\Windows\\Fonts\\SegUIVar.ttf\n",
      "Font family: STXinwei, Font file: C:\\Windows\\Fonts\\STXINWEI.TTF\n",
      "Font family: Constantia, Font file: C:\\Windows\\Fonts\\constanb.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_CI.TTF\n",
      "Font family: Bookman Old Style, Font file: C:\\Windows\\Fonts\\BOOKOSB.TTF\n",
      "Font family: Microsoft JhengHei, Font file: C:\\Windows\\Fonts\\msjhl.ttc\n",
      "Font family: Lucida Fax, Font file: C:\\Windows\\Fonts\\LFAXI.TTF\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candaral.ttf\n",
      "Font family: Tw Cen MT, Font file: C:\\Windows\\Fonts\\TCM_____.TTF\n",
      "Font family: Myanmar Text, Font file: C:\\Windows\\Fonts\\mmrtextb.ttf\n",
      "Font family: Edwardian Script ITC, Font file: C:\\Windows\\Fonts\\ITCEDSCR.TTF\n",
      "Font family: HoloLens MDL2 Assets, Font file: C:\\Windows\\Fonts\\holomdl2.ttf\n",
      "Font family: SimHei, Font file: C:\\Windows\\Fonts\\simhei.ttf\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import font_manager\n",
    "\n",
    "# 列出所有可用的字体\n",
    "fonts = font_manager.fontManager.ttflist\n",
    "\n",
    "# 打印每个字体的文件名和路径\n",
    "for font in fonts:\n",
    "    print(f'Font family: {font.name}, Font file: {font.fname}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9989f2d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt    # 绘图库\n",
    "import numpy as np\n",
    "###新增的\n",
    "from pylab import *\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "673f0692",
   "metadata": {},
   "source": [
    "## 图一"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5a6a4eba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据\n",
    "regions = ['华北', '华南', '东北', '西北', '西南', '华东']\n",
    "sales = [2354, 1902, 3524, 2698, 2896, 2563]\n",
    "\n",
    "# 创建条形图\n",
    "bar_width = 0.5\n",
    "index = np.arange(len(regions))\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(index, sales, width=bar_width, color='skyblue', label='销售量')\n",
    "\n",
    "# 添加标题和标签\n",
    "plt.title('3月各区域销售量', pad=22)\n",
    "plt.suptitle('东北销量最多占比总销量的22%，华南销量最低', fontsize=12)\n",
    "plt.xlabel('区域')\n",
    "plt.ylabel('销售量')\n",
    "plt.xticks(index, regions)\n",
    "plt.yticks(np.arange(0, max(sales)+500, 500), [\"{0}\".format(i) for i in range(0, max(sales)+500, 500)])\n",
    "\n",
    "# 显示销售量数字\n",
    "for rect in bars:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2., height,\n",
    "             '%d' % int(height),\n",
    "             ha='center', va='bottom', fontsize=12)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "\n",
    "# 在图表下方添加注释，靠左\n",
    "plt.text(0.1, -0.15, '注释：数据来源于公司销售系统，统计日期截止2022.03.31',\n",
    "         horizontalalignment='left', verticalalignment='center', \n",
    "         transform=plt.gca().transAxes, fontsize=12)\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1693eaf3",
   "metadata": {},
   "source": [
    "## 图二"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "06cc4883",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r9PR0ff7553k+D56Tb775Rh06dNCECRNcyhs0aKDAwEA98cQTCgkJ0ccff6xu3brp5Zdf1muvvaYSJUpo9OjReu6551yed7fb7WrQoIGmT5/ufMd2enp6tv0+//zz+vzzz/X4449nq8vMzJTdbs929Twnf32e+z//+Y+WLVumwMBAl9vf7Xa7AgMDVbt2bZdyh8OhCxcuqHfv3po0adJV9wcAQH5YjPy+KwQAAFzVxYsXnVdPc5KZmSmLxZKv92sfPnxYxYsXl5+f3/VsYjZXXm/m4eGRr3YdOHBAK1euVL9+/Zxlx44dU8mSJa96y3tOLly4IC8vLxUqVChb3eLFi9W9e/d83V7++uuv67nnnivw/gEAMBOhGwAA3LRsNpsuXrx4TYPSAQBwMyB0AwAAAABgEl4ZBgAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYxO2hu02bNpozZ44kKTo6WhEREQoODtaQIUNkGIZzuWutAwAAAADAXdwauufNm6eVK1dKkmw2m9q3b6/atWsrKipKMTExzjB+rXUAAAAAALiTxXDTZeGEhARVqVJFQUFBevnllxUUFKQnn3xSx44dk7+/v3bu3Kl+/fpp48aN+vbbb6+pDgAAAAAAd/J0145ffPFFdezYUWlpaZKknTt3qn79+vL395ck1ahRQzExMX+rLjc2m002m80573A4lJCQoNDQUFksluvbUQAAAADAbccwDKWkpKhUqVLy8Mj9JnK3hO41a9bo559/VnR0tAYMGCBJSk5OVnh4uHMZi8Uiq9WqxMTEa64LDg7Ocf8TJkzQmDFjTOodAAAAAOCf4ujRo7rzzjtzrb/hoTs9PV1PP/203n//fQUEBPx/Qzw95ePj47Ksr6+vUlNTr7kut9A9fPhwDR482DmflJSkMmXK6OjRoy5tAgAAAAAgJ8nJySpdurSKFCmS53I3PHSPHTtWERERevjhh13KQ0JCFB0d7VKWkpIib2/va67LjY+PT7agLkkBAQGEbgAAAABAvl3tEeUbHrrnz5+vs2fPKigoSJKUmpqqRYsWqVy5csrMzHQuFx8fL5vNppCQEEVEROijjz4qcB0AAAAAAO50w18ZtmHDBkVHR2vHjh3asWOH/vWvf+n111/X+vXrlZSUpLlz50qSIiMj1bJlS1mtVjVu3Pia6gAAAAAAcKcbfqX7rw+YFy5cWEWLFlXRokU1a9Ys9ejRQ0OGDJHdbte6desuN9LT85rqAAAAAABwJ7e9pzs3x48fV1RUlBo2bKhixYpdl7qrSU5OVmBgoJKSknimGwAAAMBNzzAMZWVlyW63u7spty2r1SpPT89cn9nOb4686UK3OxC6AQAAANwqMjIydPLkSaWmprq7Kbc9f39/lSxZMseBuvObI93ynm4AAAAAQME5HA7FxcXJarWqVKlS8vb2vuro2Sg4wzCUkZGhs2fPKi4uTnfddZc8PK5tSDRCNwAAAADcIjIyMuRwOFS6dGn5+/u7uzm3NT8/P3l5eenw4cPKyMiQr6/vNW3nho9eDgAAAAD4e671qisK5nr8nPmXAgAAAADcEIZhKC0tTXkNLeZwOJSWlnbVbZ0/f14Oh+OqyyUkJLjMZ2Rk6OLFi1dv7HVC6AYAAAAA3BAJCQkqXry487XRRYsWlZ+fn/z8/FzK6tWr57LezJkz1bx5c5eyvn37avjw4XnuLz09XRUqVNCSJUucZevXr1fx4sXzFeyvB57pBgAAAADcEKGhoUpJSVF6errzGekXXnhBkvTWW29JkuLj43XnnXe6rOfr6ys/Pz/nvM1m07p16zR9+vQ89/fdd9+pePHiSkxMVHh4uKxWq9LS0pSZmanq1atLkrKysjRkyBD169fvOvXSFaEbAAAAAHDDTJ8+XVu3btXnn3+eY/0TTzyhBg0aaNKkSS63oVssFhmGIcMwtHTpUtntdper38nJyapZs6ZWrVol6fKt7OPGjVP//v3Vs2dPPfHEE7JarZo7d67ef/99/fbbb5KkzMxMU0eAJ3QDAAAAAG6Y1q1ba9iwYercubMeeeQRl7qNGzdq8+bN+uSTTyRJmzdvVoMGDeTh4SHDMGS1WjVr1izNnj1bs2bNUteuXZ3rzpw5U8uWLXPOf/LJJ9q9e7fuuOMOeXp66tVXX9XKlSt15swZJSUlqU6dOpKkl19+WZ06dTKtvzzTDQAAAAC3MsOQLl1yz5THgGi5qVSpkoYMGaIBAwYoNTXVWW632zVgwAA9//zzuuuuuyRJdevWVUZGhj7++GO1bdtWGRkZCg4O1unTp+Xj4+PyTHdGRobzFvTDhw/rpZdeUokSJZz1R48eVd++fXXkyBElJSUpKipKderUUXJy8rX+5POFK90AAAAAcCtLTZUKF3bPvi9elAoVKvBqgwcP1nfffecysvivv/6qU6dOafTo0c4yDw8Pl9d2eXp6qnjx4vrggw9Us2ZNvfjii6pZs6a6devm8i7tr776Sg8++KBsNpvLtkaNGqUpU6Y4y86ePav69esXuP0FQegGAAAAAJjO4XDIZrPJ19dXwcHBioqKkpeXl7P+gQce0K5duxQYGKisrCzZbDb5+/tne976gQcecP7/119/rdTUVK1Zs8YldA8aNEgXL17UE0884bLu66+/rmeeecY5/+f/NwuhGwAAAABuZf7+l684u2vf+XTgwAHVrl1bPj4+LuWXLl2SJJeB1bKyspSZmal9+/YpLCzMWW4YhlJTU1Xof1fXY2Nj9dJLL2nq1Kkut5dbLBYVKVIkWxvGjh2rGTNmOOdPnDjBlW4AAAAAQB4slmu6xftGu/vuu5WSkpKt/K+vDPurpKQkxcbG6vfff1e5cuU0depUVa9eXS+88IISEhK0bt06VahQQa+88orzSnduRo4cecOvdDOQGgAAAADgpjRv3jwFBwdr48aNGjZsmDZu3KhOnTrprbfe0l133aUNGzaoQoUKkuS8dT0vY8eOVbVq1ZzTokWLTO8DV7oBAAAAAG5jt9tzrWvfvr12796tqlWrupS/++67zgHW1q1bp3Pnzmn58uUaOHBgtm1nZGQoMzNTUu5Xum02W7bb3q8XQjcAAAAAwG3S0tKyDZZ2RUBAQLbALcllRPP58+dr6dKlaty4sTp37pxt23v37lXZsmXl5eWltWvXKjIy0mWZ5cuXa9y4cTpw4MB16E12FsO4hher3WaSk5MVGBiopKQkBQQEuLs5AAAAAJCj9PR0xcXFKTw8/Kq3UuPvy+vnnd8cyTPdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAAC4qR0+fFg2m02SlJWVpZUrV7q5RfnHe7oBAAAAADfEF198oa+++koLFy6Uh4eHkpKSVLhwYVmtVnl5eencuXMKCAhQUlKSgoKCnOu99NJL8vPz09y5c5WVlaV+/fppzpw5uv/++3PdV/fu3bVjxw6VKFEiW51hGNq4caPsdrsZ3XRB6AYAAACA24Bl7Y3dn9G0gMsbhsaOHavOnTvLbrcrKytLPXv2VMuWLTVw4ED5+fnJx8dHS5Ys0UsvvaSYmBh5e3srLi5OS5YsUcuWLdW7d29JUpUqVfTRRx/po48+kiRlZmbq8ccfV9u2bZ378/Pzk8PhUFZWVo7tuVHvOSd0AwAAAABMN2rUKB04cEDTp0/XtGnTNGrUKE2YMEEPPPCAevbsKQ8PD2VkZGjkyJEaNWqUvL29JUkDBgzQPffco7ffftu5rbvuuktbtmxRcHCwJCkjI0PFixd32Z/dblePHj3UunXrbG2x2+1q3ry5ib39f4RuAAAAAICptm7dqnfffVdbtmxRjRo1nOV2u10///yzfHx8JEk2m02TJk1SkyZNJEmfffaZ1qxZI7vdrg4dOrhs89///resVqsuXryoatWq6fvvv3epb9u2rXbv3p2t/IqhQ4dexx7mjtANAAAAADBVRESE3nzzTbVv315Wq1Xp6en65ZdfdOrUKbVp00YRERGqU6eOunfvruPHj6tmzZqaOHGiBg4cqKFDh+q7775TVFSUc3sWi0UbNmxQ0aJFs+3r9ddf1xdffKGAgAAVKlQo1zbZ7Xbde++9qly5subPn29KvyVCNwAAAADgBnj88ccVFhamyMhILV26VD4+PkpMTFTlypX1008/OZebOXOmfvvtN915552aP3++MjIy9MYbb6hcuXIu27vvvvvk4eEhu92u6tWr64cffpB0+Tb2UaNG6auvvtLJkyfzbFOfPn3yDObXA6EbAAAAAGC65cuXa9u2bTpz5oy++eYb3XHHHQoJCdGuXbtUrVo153KJiYlq1aqVrFar2rRpo2+//VZly5Z1eab7oYce0pQpUxQQECDDMJSRkaGNGze6jGb+7rvvql69eqpXr54kadCgQXrppZcUFhYmSerSpYu6d+9O6AYAAAAA3PqOHz+uU6dOKS0tTXFxcbJYLAoJCVGNGjW0adMm53IzZ850mQ8ICNA999yjY8eOOcs+/PBDJScnKzk5WQ6HQ6mpqcrMzHTZn4eHh5YsWaINGzZIks6ePatPPvlEfn5+ki6/79vDw8PMLksidAMAAAAAboBnnnlGa9eu1YEDB/Tiiy/K19dXO3bsyPVK9xX79u1TbGysYmNjc932wIED1alTJ5eymjVrqlKlSs73fR84cEB169ZVaGioJDmvkpvN/FgPAIBJtm3bpn79+qlLly6KjIzUpUuXnHWlSpWSxWJxmWbOnOms37lzpx544AH5+vqqUKFC6tOnj9LT03PdV4cOHZzvBgUAANfu4sWLateunVatWiVJqlGjhqKjo53TiBEjXJbPysrS/fffrwMHDuQ43X///bp48aLLOvHx8dqwYYN27NihtWvXau3atbp48aK2bNninD9//rzWr19ven+50g0AuCWtX79erVu3VteuXVWxYkVNnz5d33//vTZs2KAzZ87o5MmT+v7771WiRAnnOmXLlpUknTlzRq1bt3Y+H3bo0CFNmjRJoaGhmjJlSrZ9LViwQEuWLFGvXr1uWP8AALgdHT58WJs3b9Z///tfNWnSRH/88YdLfWZmpo4ePSqLxeIsczgcV93un5eXLp98/+6771S8eHHnLeS1atXSvHnzVKlSJUlSamqqrFbr3+3SVRG6AQC3pH79+unll1/W6NGjJUkPP/yw7r//fu3cuVOnTp1SkSJF1LZt22wfwpL09ttvKywsTOvXr3e+F/T48eNavHhxttB99uxZDRgwQAEBAeZ3CgCAv8Fo6u4WXF1oaKiGDRumyMhISVJaWppL/SuvvKIZM2bovffec5YlJSXp66+/1saNG3Pc5pkzZ/Tiiy8653///Xf17dtXRYoUcfkecOLECfXu3Vu+vr7OsvT0dD388MMaOXLkdelfTizGjbiJ/SaXnJyswMBAJSUl8aUKAG4BNptN8+fP16OPPqrAwEBJUlxcnMqXL69Nmzbp559/1k8//aTVq1fnuP6xY8fkcDhUpkwZZ9kLL7ygL774IturRbp06aLTp0+rXLlyslgsmjNnjmn9AgDgatLT0xUXF6fw8HCX8Hi7SE1Nlaenp7y9vZ1l6enpcjgc8vf3v+Htyevnnd8cyTPdAIBbjo+Pj/r06eMM3A6HQ5MnT1a5cuV03333adu2bTp8+LDKlSsnPz8/1a1bVytXrnSuf+edd7oEbsMwtHLlSjVq1MhlP19//bV++OEHzZ49O8cr5gAA4Pry9/d3CdyS5Ovr65bAfb0QugEAt7RZs2apcuXKWrx4sZYtWyYvLy9t2bJFQUFBmjhxor799luVKFFC7du31549e3Lcxrx587Rnzx6XW9MSEhL03HPPadKkSSpfvvyN6g4AALjNELoBALe0qlWrqlmzZkpJSXGOTr5kyRKtXbtWXbt2VevWrfXNN98oLCxMH374Ybb1T58+rUGDBqlbt25q0KCBs3zAgAGqWrWqnn322RvWFwAAcPthIDUAwC2tUaNGatSokdq1a6f27dura9eu2W4T9/T0VL169bRjxw6XcsMw1Lt3b/n4+Ojdd991li9btkzfffeddu/ezW3lAICbEkNz3RjX4+dM6AYA3HLsdrsOHz7sctt327ZtZbVaFRUVJZvNpubNm7usk5CQkO093K+//rpzwLWQkBBn+eLFi5WSkqJy5cpl2/enn36qNWvWqGnTpte1TwAA5IeXl5ekywOO+fn5ubk1t7/U1FRJ//9zvxaEbgDALefIkSOqUKGCNm/erLp160qSDhw4ILvdLqvVqpYtW2rv3r266667JEnx8fHasGGDnnvuOec25s+frzFjxmjq1Kl64IEHXLb/+uuv64UXXnApGzVqlLOuYsWKJvYOAIDcWa1WBQUF6cyZM5IuDzzGXVnXn2EYSk1N1ZkzZxQUFPS33ufNK8PEK8MA4Fb06KOPauvWrYqMjFTRokX16quvyjAMbdq0Sa1atdKZM2c0cOBAZWRkaOrUqbp48aK2b9+u0qVLa//+/apZs6Zq1qypd955x2W7NWrUyDZqqiT17t1bknhlGADA7QzD0KlTp3ThwgV3N+W2FxQUpDvuuCPHExv5zZFuvdJ9/vx57d27V3fffbeKFi3qzqYAAG4xc+bM0bBhwzRo0CA5HA61a9dOkydPlpeXlxYtWqTnn39eL730kry9vdWmTRtNnjxZpUqVkiR9//33SktL06ZNmxQREeGy3bi4uBxvKwcA4GZhsVhUsmRJFS9eXJmZme5uzm3Ly8vrb13hvsJtV7oXLlyoZ599VuXKldPevXv1ySefqFu3burfv79mzJjhXK5ChQo6cOCAJCk6Olp9+vTRgQMH1LdvX02aNMl5xiGvuqvhSjcAAAAAoCBu6ivdFy5cUP/+/bVhwwZVq1ZNn332mYYNG6Zu3bpp27ZtWrZsmRo2bChJzjMLNptN7du3V+vWrbVw4UINGDBAc+bMUZ8+ffKsAwC4l2Wtu1tw6zCaursFAADgenPLe7pTUlL01ltvqVq1apKkmjVrKjExUVlZWYqOjlbjxo0VFBSkoKAgFSlSRJK0fPlyJSUladq0aapQoYLGjx+vjz/++Kp1AAAAAAC4i1tCd+nSpfX4449LkjIzMzVlyhQ9+uij2rVrlwzDUK1ateTn56c2bdroyJEjkqSdO3eqfv368vf3l3R5oJuYmJir1uXEZrMpOTnZZQIAAAAA4HpzS+i+YufOnSpRooR+/PFHvfXWW4qNjVXVqlW1YMECxcTEyMvLS08//bSky/fLh4eHO9e1WCyyWq1KTEzMsy4nEyZMUGBgoHMqXbq0uR0FAAAAAPwjuTV016hRQz///LOqVq2qPn366PHHH3eOJBseHq4ZM2boxx9/VHJysjw9PeXj4+Oyvq+vr1JTU/Osy8nw4cOVlJTknI4ePWpaHwEAAAAA/1xufWWYxWLRvffeqzlz5qhs2bJKTExUcHCwsz4oKEgOh0MnT55USEiIoqOjXdZPSUmRt7d3nnU58fHxyRbSAQAAAAC43txypXv16tUaMmSIc97T83L2f/3117Vo0SJn+datW+Xh4aHSpUsrIiJCmzZtctbFx8fLZrMpJCQkzzoAAAAAANzFLaG7UqVK+uCDDzRr1iwdPXpUL7/8sh588EHde++9evXVV7V+/XqtXr1a/fv3V+/eveXv76/GjRsrKSlJc+fOlSRFRkaqZcuWslqtedYBAAAAAOAuFsMwDHfseOXKlRo0aJCOHTum1q1b67333lOxYsU0fPhwzZw5U0WKFFHHjh01fvx4FSpUSJL07bffqkePHipSpIjsdrvWrVunqlWrXrXuavL7UnMAQMHxnu784z3dAADcOvKbI90Wuq/V8ePHFRUVpYYNG6pYsWL5rssLoRsAzEPozj9CNwAAt4785ki3DqR2LcLCwhQWFlbgOgAAAAAAbjS3vjIMAAAAAIDbGaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwiVtD9/nz5/Xrr7/q3Llz7mwGAAAAAACmcFvoXrhwoSpWrKh+/fqpTJkyWrhwoSQpOjpaERERCg4O1pAhQ2QYhnOda60DAAAAAMAd3BK6L1y4oP79+2vDhg3avn27PvjgAw0bNkw2m03t27dX7dq1FRUVpZiYGM2ZM0eSrrkOAAAAAAB3cUvoTklJ0VtvvaVq1apJkmrWrKnExEQtX75cSUlJmjZtmipUqKDx48fr448/lqRrrgMAAABuBufPn1f37t0VEBAgb29vNW3aVPHx8c76d955RxUqVJC/v79q1KihJUuWuKy/YcMGNW3aVH5+fipTpowmT56c692d3bp1U82aNWW3283sEoB88HTHTkuXLq3HH39ckpSZmakpU6bo0Ucf1c6dO1W/fn35+/tLkmrUqKGYmBhJuua6nNhsNtlsNud8cnLy9e8kAAAA8CddunTRnj17NGrUKHl6emrs2LHq1KmToqKitGLFCo0YMULvvPOOypYtq3nz5umxxx7Ttm3bVLNmTf3+++9q0aKFnnzySb3xxhvatm2bhgwZoqSkJI0bN85lPytXrtQXX3yhdevWyWq1uqm3AK5wS+i+YufOnWrWrJm8vb21Z88ejR07VuHh4c56i8Uiq9WqxMREJScnX1NdcHBwtv1OmDBBY8aMMbdzAAAAwP/89NNP2rx5s6Kjo1WuXDlJUpEiRdS3b1/FxcVp3rx56tmzp/79739Lkpo0aaIffvhBS5cuVc2aNRUZGanatWtr5syZkqRGjRrpzJkzevPNNzV69Gh5eXlJktLT09WvXz91795djRs3dktfAbhy6+jlNWrU0M8//6yqVauqT58+8vT0lI+Pj8syvr6+Sk1Nvea6nAwfPlxJSUnO6ejRo9e3YwAAAMCfREREaMuWLc7ALUmhoaGSpIyMDJ07d04Oh8NZZxiGsrKy5OvrK0mKiopSq1atXLZZuXJlpaam6uzZs86ysWPH6tSpU5o8ebKJvQFQEG4N3RaLRffee6/mzJmjJUuWKCQkxOWPhnT5+W9vb+9rrsuJj4+PAgICXCYAAADALIGBgapSpYpL2fLly1WsWDHdddddatWqlebPn68NGzYoJSVF48eP14ULF9S5c2dJktVqzfaa3ejoaHl7e6tYsWKSpH379mny5MkqX768hg8frv79+2vPnj03poMAcuWW0L169WoNGTLEOe/pefku90qVKmnTpk3O8vj4eNlsNoWEhCgiIuKa6gAAAICbzaFDhzRnzhwNGjRIHh4eGjhwoOrXr6/GjRsrICBAo0aN0qJFi1S2bFlJUuPGjfXpp5/q119/lSRt3rxZM2bM0MMPP+y8tfyVV15RZmamEhISdObMGX3++eeqXbu2Nm7c6LZ+AnBT6K5UqZI++OADzZo1S0ePHtXLL7+sBx98UA8//LCSkpI0d+5cSVJkZKRatmwpq9Wqxo0bX1MdAAAAcDNxOBzq06eP7rzzTg0cOFCS9P7772vbtm2aMmWKvvjiC7Vr107du3fXmjVrJF2+bbxMmTK6//77FRISovr16+vixYvq37+/JOns2bP65ptvVLduXR06dEgrVqzQoUOHVLJkSQ0dOtRtfQUgWYzc3jNgspUrV2rQoEE6duyYWrdurffee0/FihXTt99+qx49eqhIkSKy2+1at26dqlatKknXXHc1ycnJCgwMVFJSEreaA8B1Zlnr7hbcOoym7m4BgBthwoQJGjlypNavX6+GDRsqKytLxYsX18cff6yOHTtKuvxMd4sWLZSenu68up2VlaVVq1bp1KlT6t+/v+rUqaO1a9dKkn777Tc1bNhQ8+bNU48ePZz7Gj58uN566y2lpaXd8H4Ct7v85ki3jV7eunXrHF/r1aFDB+3fv19RUVFq2LCh8xmVv1MHAAAA3AxWr16tkSNH6o033lDDhg0lSefOnVNiYqIqVKjgXM5isah69epauHChs8zT01MPPfSQvvjiC126dEkTJkxw1hUqVEiSVL58eZf9+fr6ZhtwGMCN5dZXhuUmLCxMYWFh17UOAAAAcKeYmBh16tRJ7dq1c7nlOzQ0VBaLRVFRUapRo4akyyOar1q1Ktt3W8MwNGHCBD322GNq0KCBs7xy5coqXLiwdu7cqfr16zvL161bp3r16pncMwB5uSlDNwAAAHA7yczMVKdOnWSxWDRw4EBt27bNWRceHq6HHnpIL7zwgjZv3qzAwECtXLlSsbGx+uSTT1y2s3DhQsXExOjLL790Kffy8tKgQYM0fPhweXh4qGLFivriiy+0du1a/fjjjzekjwByRugGAAAATBYdHa3Y2FhJUvPmzV3qZs+erfnz52vUqFH6/vvvdezYMZUoUULjxo1Tnz59nMtlZWVp1KhR6tevnypWrJhtH2PGjFFwcLCmTZum+Ph43Xnnnfrss8/UsmVLczsHIE9uG0jtZsJAagBgHgZSyz8GUgMA4NaR3xzplleGAQAAAADwT8Dt5QAAAMCfcIdO/nGHDnB1XOkGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAPiT8+fPq3v37goICJC3t7eaNm2q+Pj4bMvNnDlT/v7+OnLkiEv5hg0b1LRpU/n5+alMmTKaPHmyDMNw1ttsNj399NO64447FBAQoBYtWig2NtbsbgEA3ITQDQAA8CddunTR+vXrNWrUKE2aNEm7d+9Wp06dXJY5ffq0hg8fruHDh6tMmTLO8t9//10tWrRQpUqV9NNPP+mll17SiBEjNHLkSOcyo0eP1i+//KI5c+boiy++UGZmplq1aiWbzXbD+ggAuHE83d0AAACAm8VPP/2kzZs3Kzo6WuXKlZMkFSlSRH379lVcXJzCw8MlSYMGDVJwcLCGDBnisn5kZKRq166tmTNnSpIaNWqkM2fO6M0339To0aPl5eWlefPmadq0aWrTpo0k6a677tJdd92lrVu36v77779xnQUA3BBc6QYAAPifiIgIbdmyxRm4JSk0NFSSlJGRIUlatWqVFixYoDfffFO+vr4u60dFRalVq1YuZZUrV1ZqaqrOnj0rSTp37pwcDoez/sp2/7otAMDtgdANAADwP4GBgapSpYpL2fLly1WsWDHdddddyszMVL9+/RQUFKSlS5eqT58+WrlypXNZq9Wqc+fOuawfHR0tb29vFStWTJLUqlUrTZgwQXFxcTpz5oyGDx+uKlWq6N577zW/gwCAG47QDQAAkItDhw5pzpw5GjRokDw8PPTBBx9o//79ysrK0pEjR7Ru3Tq1adNG06ZNkyQ1btxYn376qX799VdJ0ubNmzVjxgw9/PDD8vLykiR9/PHHOnPmjMqXL68SJUrot99+0/fffy+r1eq2fgIAzGMx/jyc5j9UcnKyAgMDlZSUpICAAHc3BwBuK5a17m7BrcNo6u4W4M8cDoeaNWumY8eOaffu3fL391f16tV17Ngxbd++XeXKlZPD4VDXrl21dOlSnT17VikpKWrRooX27t2roKAgJSYmSpJWr16tZs2aSZI6deqkffv2afDgwTIMQ9OmTVNqaqo2bNigUqVKubPL+B/+buUff7fwT5bfHMmVbgAAgBxMnDhRv/zyiz777DP5+/tLkvbt26fOnTs7n/n28PBQ3759ZbPZFBMTo1KlSmn37t1atmyZpk6dqkKFCqlJkybOwP37779ryZIl+umnn9S7d2/16dNHGzdu1Pnz5zVjxgx3dRUAYCJCNwAAwF+sXr1aI0eO1BtvvKGGDRs6ywsVKqTy5cu7LHtlADQfHx9Jkqenpx566CH5+/vr0qVLmjBhgnPZffv2qUiRIipevLizLDAwUGXLltXBgwfN7BIAwE0I3QAAAH8SExOjTp06qV27dho6dKhLXUREhHbu3OlStm7dOhUpUsRlADbDMDRhwgQ99thjatCggbO8aNGiSkxM1KFDh5xlcXFxiomJUVhYmEk9AgC4E+/pBgAA+J/MzEx16tRJFotFAwcO1LZt25x14eHhGjJkiB566CFVqFBBrVq10pYtWxQZGamXXnpJ3t7ezmUXLlyomJgYffnlly7br1+/vooXL64WLVrosccek81m0+LFi+Xh4aGnnnrqhvUTAHDjELoBAAD+Jzo6WrGxsZKk5s2bu9TNnj1bvXv31nfffadx48bprbfeUuHChdW/f3+NHj3auVxWVpZGjRqlfv36qWLFii7bKFy4sDZu3KihQ4dq3rx5SkhI0D333KMPPvhAlSpVMr+DAIAbjtHLxejlAGAmRgHOP0YBBm4O/N3KP/5u4Z8svzmSK90AAOCWRDDKP4IRALgPA6kBAAAAAGASQjcAAAAA3MLOnz+v7t27KyAgQN7e3mratKni4+Od9aVKlZLFYnGZZs6cmW07p06dUnBwsKZMmZKtbv/+/Ro8eLA6d+6skSNH6ty5c2Z26bbC7eV/dumSZLW6uxUAcFvxT3N3C24hl9zdgFsLx1YBcGwVCMdWAXBs3RS6PPaY9uzbp1EvvyxPT0+NnThRnR59VFEbNuj06dM6efKkvv/yS5UoXty5TtnSpS/nnz8Z1L+/ShQrpoF9+7rU7du/XxFNmqhl06aqWrmyFixYoAXz52vXpk3y9/e/Yf286VzK3y8AA6npTw/AS2IYNQAAAAC3ip8kdZAULanc/8o+ltRX0iFJeyV1kZQkyZLHdn6U1FrSSkkP/qWunaRikmb/b/6YpNKSvvnfvv+pkiUFSgykBgAAAAC3qwhJW/T/gVuSQv/33wxJv0uqo7wDd7qk53Q5QP81cEtSD0kP/Gm+uC4HSdu1NPgfiND9ZydOSLwyDACuq0Lr3d2CW8elxu5uwa2FYyv/OLYKhmMr/zi23C/wf9OfLe/fX8WWLtVdhw5pW8+eOrx7t8rZ7Tp95oyqV62qsSNHqnXLls7lJ4wbp4ORkar5r3/pcV9f1axeXQOefVa+vr6SLofuP5s2dar8p05Vq+hoKSTE1P7d1JKTpVKlrroYofvPChW6PAEArptUP3e34BbCR1CBcGwVAMdWgXBsFQDH1k3n0KFDmjNvnl577TV5FCmiLb//ruLFi2vo0KEKCgrSjBkz1L5zZ+3atUuVKlXSmTNnNOXttyVJx06dkpeXlxYsXqwvv/tOGzZskI+Pj3Pb3377rcaMGaPY2FitWrVKIaVLu6ubNwe7PV+LMXo5AAAAANwGHA6H+vTpozvvvFMDBw6UJC1ZskRr165V165d1bp1a33zzTcKCwvThx9+KEn67LPPlJqaqjfffFObN2/Wxo0btWTJEm3dulWffvqpy/YrVKig5s2by8fHR2+++abs+Qyd/3SEbgAAAAC4DUycOFG//PKLPvvsM+eo4vfdd5+KFCniXMbT01P16tXTjh07JEn79u1T4cKF9eyzzzqXad++ve644w5t377dZfvVq1fX1KlTtXHjRn377bdauHCh+Z26DRC6AQAAAOAWt3r1ao0cOVJvvPGGGjZsKEm6dOmSVq9enW3ZhIQEpaenS5IKFSqksLAwl9vIJcnX11c+Pj4yDENxcXFyOBzOuurVq6tcuXKKjY01sUe3D0I3AAAAANzCYmJi1KlTJ7Vr105Dhw51lsfFxally5bav3+/syw+Pl4bNmxQ/fr1JUkRERE6cuSIEhMTXdY7evSo6tWrp9TUVFWrVk1ffvmls/7ChQs6ffq0ypUrZ37nbgO8p1t/ek/3Vd6vBgAoOMtad7fg1mE0dXcLbi0cW/nHsVUwHFv5x7HlfpmZmapZs6ZOnz6tL7/80uVW8vDwcD322GM6c+aMBg4cqIyMDE2dOlUXL17U9u3bVbp0adlsNlWvXl0lS5bU8OHDlZaWptGjRystLU3R0dHy8fHR4MGDNXv2bEVGRqpixYqaPHmy9uzZo+3btys4ONiNvXev/OZIRi8HAAAAgFtUdHS08zbv5s2bu9TNnj1bixYt0vPPP6+XXnpJ3t7eatOmjSZPnqxS/3vVlY+Pj9atW6dhw4apV69eunTpkho2bKj33nvPecv5xIkT5evrq7Fjx+rixYtq1qyZVq9e/Y8O3AXBlW5xpRsAzMQVo/zjilHBcGzlH8dWwXBs5R/HFv7J8psjeaYbAAAAAACTcHs5AAAAANwA3EWRf7fTXRRc6QYAAAAAwCRuC91LlixR+fLlnS9nv/Lwf//+/WWxWJxTxYoVnetER0crIiJCwcHBGjJkiP78OHpedQAAAAAAuINbQvfBgwfVp08fRUZG6vjx4ypbtqz69u0rSdq2bZuWLVumxMREJSYmavv27ZIkm82m9u3bq3bt2oqKilJMTIzmzJlz1ToAAAAAANzFLaE7NjZW48ePV5cuXVSiRAk9++yzioqKUlZWlqKjo9W4cWMFBQUpKCjI+Z655cuXKykpSdOmTVOFChU0fvx4ffzxx1etAwAAAADAXdwSutu1a6dnnnnGOb93715VrFhRu3btkmEYqlWrlvz8/NSmTRsdOXJEkrRz507Vr19f/v7+kqQaNWooJibmqnUAAAAAALiL2wdSy8jI0JQpU/Tcc88pNjZWVatW1YIFCxQTEyMvLy89/fTTki6/Ay08PNy5nsVikdVqVWJiYp51ObHZbEpOTnaZAAAAAAC43tz+yrARI0aocOHCeuqpp+Tl5aXHH3/cWTdjxgyVL19eycnJ8vT0lI+Pj8u6vr6+Sk1NzbMuODg42z4nTJigMWPGmNMhAAAAAAD+x61XuletWqWZM2dq/vz58vLyylYfFBQkh8OhkydPKiQkRGfPnnWpT0lJkbe3d551ORk+fLiSkpKc09GjR69fpwAAAAAA+B+3he5Dhw7p8ccf1/vvv68qVapIkgYPHqxFixY5l9m6das8PDxUunRpRUREaNOmTc66+Ph42Ww2hYSE5FmXEx8fHwUEBLhM/3Tnz59X9+7dFRAQIG9vbzVt2lTx8fHO+pSUFL3xxhvq0qWLnn/+ee3atctl/VdeecXlVW8Wi0X169fPdX8dOnRQ7969TeoNAAAAANwc3BK609LS1K5dO3Xo0EGPPPKILl68qIsXL6pmzZp69dVXtX79eq1evVr9+/dX79695e/vr8aNGyspKUlz586VJEVGRqply5ayWq151iF/unTpovXr12vUqFGaNGmSdu/erU6dOkm6/Ax848aN9e2336pKlSr6448/VLduXZfgvX37dj3zzDPaunWrc8rttW0LFizQkiVLbkS3AAAAAMCt3PJM98qVKxUbG6vY2Fh9+OGHzvK4uDjt2bNHjzzyiIoUKaKOHTtq/Pjxlxvq6alZs2apR48eGjJkiOx2u9atW3fVOlzdTz/9pM2bNys6OlrlypWTJBUpUkR9+/ZVXFycvvrqK6Wnp2vHjh3y8fGR3W5X1apV9cknn+itt96SdDl09+3bV3Xq1MlzX2fPntWAAQO4uwAAAADAP4JbQneHDh1kGEaOdRMmTNCECRNyXW///v2KiopSw4YNVaxYsXzVIW8RERHasmWLM3BLUmhoqKTLo8tHRETo/vvvdw5WZ7VaVaJECdlsNknSiRMndPr0aUVERFx1X/369VOVKlVc9gUAAAAAtyu3j15eUGFhYQoLCytwHXIXGBiowMBAl7Lly5erWLFiuuuuu3TPPfe41G3YsEG//vqrRo4cKUnatm2bPD091bVrV+3cuVOhoaHq3bu3Ro0a5TJA3tdff60ffvhBu3bt0uuvv25+xwAAAADAzdz+nm7cfA4dOqQ5c+Zo0KBB8vD4/0Nk3759atmypZo1a6bx48erZcuWkqQtW7bIx8dHHTt21NKlS9WvXz9NnDjRJVgnJCToueee06RJk1S+fPkb3icAAAAAcIdb7ko3zOVwONSnTx/deeedGjhwoEtdcHCwmjdvrri4OH388cfq2bOnSpYsqWeeeUa9evVSxYoVJUktWrTQpUuX9MEHH2jMmDHy8PDQgAEDVLVqVT377LPu6BYAAAAAuAVXuuFi4sSJ+uWXX/TZZ5/J39/fpa5YsWJ65ZVXtHPnTtlsNo0aNUrS5dv6rwTuKxo1aqSzZ8/q+PHjWrZsmb777jt98sknslgsN6wvAAAAAOBuhG44rV69WiNHjtQbb7yhhg0bOsvPnDmjpKQk53zhwoXVrFkzxcbGSrp8e/np06ddtpWQkCBJSk9P1+LFi5WSkqJy5co53+H96aef6tNPP5XFYtHatWvN7xwAAAAAuAGhG5KkmJgYderUSe3atdPQoUNd6jp37qzhw4e7lO3du9c5Avlzzz2nGTNmuNR/9tlnKlasmCpUqKDXX39d27dvd5nat2+v9u3ba/v27Vd9zRgAAAAA3Kp4phvKzMxUp06dZLFYNHDgQG3bts1ZFx4ersGDB6tjx44KCgrSgw8+qKVLlyoqKkpTp06VJD3//PN66qmnZLVaFR4erq+//lorVqzQu+++Kw8PD5UpU0ZlypRx2WdISIgkqVatWjesnwAAAABwoxG6oejoaOet4s2bN3epmz17tnr37q25c+dq/Pjxmj59uqpXr64VK1aofv36kqTevXsrMTFR06ZN07lz51StWjX98MMPeuihh254XwAAAADgZmIxDMNwdyPcLTk5WYGBgUpKSlJAQIC7mwMAtxXLWne34NZhNHV3C24tHFv5x7FVMBxb+cexVTAcW/l3Kxxb+c2RPNMNAAAAAIBJuL38FsKZsYK5Fc6OAQAAALi9caUbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJNcU+ju2bNnrnVvvPHGNTcGAAAAAIDbyTWF7piYGKWlpSkxMVFJSUm6cOGCvvvuO2VkZGjZsmXXu40AAAAAANySPPO1kKen/Pz8lJWVpaFDhyo4OFizZ8/WoEGDZLfb1aZNG50/f16tWrWSj4+P2W0GAAAAAOCWkK8r3ffff7/uvfde/fzzz3I4HLJarZKkRYsWqUGDBrr33nvl5eUlPz8/UxsLAAAAAMCtJF+h22KxSLp8xTu3OgAAAAAA4OpvjV5+4sQJpaWlKSEhQWlpadq3b59sNtv1ahsAAAAAALe0fD3TnRPDMDRlyhSdO3dOx44d06VLl9S1a1edPHnyerYPAAAAAIBb1jVf6bZYLHrzzTdVs2ZN9e3bV7Vq1dL27dtVuXLl69k+AAAAAABuWX/r9nLpcvjmuW4AAAAAALLL1+3lp0+flmEYWrlypUv55s2blZCQoAsXLki6fMs5AAAAAAC4LF9XumvVqqWGDRvq4MGDql69ui5duqQ77rhDmzdvVsmSJeXt7a2MjAydOXPG7PYCAAAAAHDLyNeV7vnz57vMv/7663r00Uf16KOPOssOHz6skJAQJScnX98WAgAAAABwi7qm0cu7du2araxs2bKSpI8++ujvtQgAAAAAgNvENQ2kNnLkyFzr7r333mtuDAAAAAAAt5N8h+4VK1YoISHBpeyXX37R119/fU07XrJkicqXLy9PT0/Vq1dPsbGxkqTo6GhFREQoODhYQ4YMcRmc7VrrAAAAAABwh3yH7nnz5un06dP617/+JUlq166dEhISdPToUb377ruaOHGiJk2apLFjx151WwcPHlSfPn0UGRmp48ePq2zZsurbt69sNpvat2+v2rVrKyoqSjExMZozZ44kXXMdgJvDqlWrVKFCBZcyh8OhyMhIVaxYUb6+vrr//vu1adMml2UuXryo//znPwoJCVHFihW1ePFil/q0tDQ999xzCg0NlZeXl+677z5t377d9P4AAAAA+ZHv0O3l5SVvb29FR0dLknbt2iVvb2/5+/tr+vTp2rNnj2JjYzV16tSrbis2Nlbjx49Xly5dVKJECT377LOKiorS8uXLlZSUpGnTpqlChQoaP368Pv74Y0m65joA7rdnzx716NFDdrvdpXzIkCGaOHGiXn31Vf3444+644471Lx5c+3evdu5TM+ePfX111/rrbfe0ogRI9S7d2/99ttvzvp+/fppwYIFGjhwoGbMmKGEhAS1b99e6enpN6x/AAAAQG4KPJBa4cKFJUlWq1UWi0UeHpdz++zZsyVJGzduvOo22rVr5zK/d+9eVaxYUTt37lT9+vXl7+8vSapRo4ZiYmIk6ZrrcmKz2WSz2ZzzjLgOmGfLli166KGHVKFCBZfXCiYmJmrGjBmaPn26+vTpI0lq1KiRKlSooHfeeUezZs3S1q1btWTJEn3xxRfq0qWLJCkuLk7jxo3TsmXLtH//fs2dO1e//vqr6tatK0mqWLGiWrZsqd9++03NmjW78R0GAAAA/iRfV7p//fVXSdKFCxdkt9uVkJAgh8OhlJSUbMtaLJYCNSAjI0NTpkzRc889p+TkZIWHh7tsy2q1KjEx8ZrrcjJhwgQFBgY6p9KlSxeozQDyb/369Zo6daqee+45l/Ldu3crIyNDDz74oLPMarXqrrvuUnx8vKTLt6T7+/urY8eOzmU6dOigNWvWyG63q1SpUtq2bZszcEtSaGiopMt/WwAAAAB3u2ro/vHHH9WrVy+dP39eERER2rNnj4oWLaqjR486rzz9HSNGjFDhwoX11FNPydPTUz4+Pi71vr6+Sk1Nvea6nAwfPlxJSUnO6ejRo3+7HwByNnjwYPXu3TtbudVqlSSdO3fOWWa327Vnzx7deeedkqQTJ06oUqVK8vLyci5TpkwZpaWl6fjx4ypUqJBq1qzpst3ly5fLy8vLJYgDAAAA7nLV0N2iRQvt3r1boaGh2r9/v6pWrSqHw6GyZcvqhx9++Fs7X7VqlWbOnKn58+fLy8tLISEhOnv2rMsyKSkp8vb2vua6nPj4+CggIMBlAmCOK4+g/FWtWrUUEBCgYcOGOe+iGTFihI4dO6YOHTpIujxIWnBwsMt6fn5+kpTtd166fDfOtGnT1KdPn2zrAQAAAO5w1dBttVrl6+ubY11BbyX/s0OHDunxxx/X+++/rypVqkiSIiIiXEYujo+Pl81mU0hIyDXXAbg5FSpUSB9++KF++eUX3XHHHQoMDFRkZKTKly+vtm3bSrp8guzKFfErrpxMS0tLy7bN/v37y26367XXXjO9/QAAAEB+XDV0Z2RkqFevXjpz5szfCtl/lpaWpnbt2qlDhw565JFHdPHiRV28eFEPPPCAkpKSNHfuXElSZGSkWrZsKavVqsaNG19THYCbV5cuXXT06FF99NFHzsHURo4cKU/Py2M8Fi9eXCdOnHBZJyEhQdLl0P5nCxYs0Oeff673339fJUuWvAGtBwAAAK7uqqOXnzp1SqmpqVq1apU6duyogwcPqm7dujp58qQGDBigu+++W4Zh6Mknn5RhGDpz5ozS09NzvTouSStXrlRsbKxiY2P14YcfOsvj4uI0a9Ys9ejRQ0OGDJHdbte6desuN9TT85rqANzcSpQooZ49e2revHmqUqWKnnjiCWdd/fr1NX78eJ0/f945QNq2bdskSaVKlXIuFxMTo//+97965pln1LVr1xvbAQAAACAPVw3dZcqU0eLFixUXF6cBAwbo0KFD+te//qWRI0fK4XAoICBA+/btU1ZWlhwOhypUqJDrM5xXdOjQQYZh5FhXrlw57d+/X1FRUWrYsKGKFSvmst611AG4uf3+++9asWKFli5d6nKHSosWLVS4cGFNnTpV48ePl2EYeuedd1StWjWVKFFC0uUTg23btlWVKlX01ltvuakHAAAAQM7y/Z7u8PBwLV26VJ999pleeOEFLViwwPmqn+v9LtywsDCFhYVd1zoAN6/hw4erWbNmateunUu5l5eXxo0bp+eff15//PGHEhIStHHjRn3zzTfOZZ544gmdOnVKb731lnbv3u0sL1WqlMvVcAAAAMAd8h26s7Ky5OnpqSeeeEJNmjTh3dYArot169bpp59+UlRUVI71zz33nEqWLKm33npLFotF3333ndq3by/p8vPdP/30kyS5vMtbkkaPHs2AagAAAHA7i5Hbfd5/kpSUpDp16ui1117To48+qv/85z/y8fHJNrCaxWJRkyZN9O9//9u0BpshOTlZgYGBSkpKuqlfH2ZZ6+4W3FqMpu5uAQCJv10Fwd+tguHYyj+OrYLh2Mo/jq2C4djKv1vh2Mpvjrzq6OWSFBgYqMmTJ2vixIlat26dduzYofr162vVqlWqV6+efvzxR9WtW1clSpTQs88+q6ysrOvWEQAAAAAAblX5ur08JSVFbdu2VcuWLZWenq4777xTTz/9tN599109/fTTmjFjhp555hllZWU5pyuv/AFwa+DMa/7dCmdeAQAAcHPIVzIODQ2Vv7+/c1TyOnXq5LwxT09NmjTp+rUOAAAAAIBbWL5uL8/IyNCFCxd08OBBHTlyJFv9X5/tBgAAAAAA+QzdhmHo7bffVsWKFXXgwAFt2bJFDRs21MGDB13+e2UCAAAAAAAFeKb7p59+0vr161W5cmWtWLFCPj4+ztvNrzAMQ2lpaaY0FAAAAACAW02+rnQHBAToq6++0o8//igPDw+VLFlStWrVUkJCgvbs2aOaNWvq3Llzqlatmho0aGB2mwEAAAAAuCXkK3RLl5/bfv311yVJjRo1UkZGhk6dOqVDhw4pIyNDkZGR6t+/v2kNBQAAAADgVpOv28u7deumqlWrymq1SpJ8fHzUvn17nTlzRmlpaVqzZo0uXryoDz74QMHBwRo/frypjQYAAAAA4FaQr9D96KOPauzYsUpNTVV0dLTsdruGDRumjRs36tSpU+rWrZsk6fDhwwoNDTW1wQAAAAAA3CryFbq7dOmiLl26aOTIkWratKnefPNNNW3aVGlpaTp+/LiaNGlidjsBAAAAALjl5Ct0XzF27Fg98sgjqlOnjiSpXbt2pjQKAAAAAIDbQb4HUrviSuAGAAAAAAB5K3DoBgAAAAAA+UPoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAEzittB9/vx5hYeHKz4+3lnWv39/WSwW51SxYkVnXXR0tCIiIhQcHKwhQ4bIMIx81QEAAAAA4C5uCd3nzp1Tu3btXAK3JG3btk3Lli1TYmKiEhMTtX37dkmSzWZT+/btVbt2bUVFRSkmJkZz5sy5ah0AAAAAAO7kltDdrVs3devWzaUsKytL0dHRaty4sYKCghQUFKQiRYpIkpYvX66kpCRNmzZNFSpU0Pjx4/Xxxx9ftQ4AAAAAAHdyS+ieNWuWBg4c6FK2a9cuGYahWrVqyc/PT23atNGRI0ckSTt37lT9+vXl7+8vSapRo4ZiYmKuWpcbm82m5ORklwkAAAAAgOvNLaG7fPny2cpiY2NVtWpVLViwQDExMfLy8tLTTz8tSUpOTlZ4eLhzWYvFIqvVqsTExDzrcjNhwgQFBgY6p9KlS1/H3gEAAAAAcNlNM3r5448/rk2bNikiIkLh4eGaMWOGfvzxRyUnJ8vT01M+Pj4uy/v6+io1NTXPutwMHz5cSUlJzuno0aOm9AkAAAAA8M/m6e4G5CYoKEgOh0MnT55USEiIoqOjXepTUlLk7e2dZ11ufHx8sgV1AAAAAACut5vmSvfgwYO1aNEi5/zWrVvl4eGh0qVLKyIiQps2bXLWxcfHy2azKSQkJM86AAAAAADc6aYJ3bVq1dKrr76q9evXa/Xq1erfv7969+4tf39/NW7cWElJSZo7d64kKTIyUi1btpTVas2zDgAAAAAAd7ppbi//97//rdjYWD3yyCMqUqSIOnbsqPHjx0uSPD09NWvWLPXo0UNDhgyR3W7XunXrrloHAAAAAIA7WQzDMNzdiPw6fvy4oqKi1LBhQxUrVizfdVeTnJyswMBAJSUlKSAg4Ho2+bqyrHV3C24tRlN3t+DWwvGVfxxbBcOxlX8cWwXDsZV/HFsFw7GVfxxbBcOxlX+3wrGV3xx501zpzo+wsDCFhYUVuA4AAAAAAHe4aZ7pBgAAAADgdkPoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJG4L3efPn1d4eLji4+OdZdHR0YqIiFBwcLCGDBkiwzD+dh0AAAAAAO7iltB97tw5tWvXziVw22w2tW/fXrVr11ZUVJRiYmI0Z86cv1UHAAAAAIA7uSV0d+vWTd26dXMpW758uZKSkjRt2jRVqFBB48eP18cff/y36gAAAAAAcCe3hO5Zs2Zp4MCBLmU7d+5U/fr15e/vL0mqUaOGYmJi/lZdbmw2m5KTk10mAAAAAACuN7eE7vLly2crS05OVnh4uHPeYrHIarUqMTHxmutyM2HCBAUGBjqn0qVLX6eeAQAAAADw/26a0cs9PT3l4+PjUubr66vU1NRrrsvN8OHDlZSU5JyOHj16/ToCAAAAAMD/3DShOyQkRGfPnnUpS0lJkbe39zXX5cbHx0cBAQEuEwAAAAAA19tNE7ojIiK0adMm53x8fLxsNptCQkKuuQ4AAAAAAHe6aUJ348aNlZSUpLlz50qSIiMj1bJlS1mt1muuAwAAAADAnTzd3YArPD09NWvWLPXo0UNDhgyR3W7XunXr/lYdAAAAAADu5NbQbRiGy3yHDh20f/9+RUVFqWHDhipWrNjfrgMAAAAAwF1umivdV4SFhSksLOy61gEAAAAA4A43zTPdAAAAAADcbgjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJbrrQ3b9/f1ksFudUsWJFSVJ0dLQiIiIUHBysIUOGyDAM5zp51QEAAAAA4C43Xejetm2bli1bpsTERCUmJmr79u2y2Wxq3769ateuraioKMXExGjOnDmSlGcdAAAAAADudFOF7qysLEVHR6tx48YKCgpSUFCQihQpouXLlyspKUnTpk1ThQoVNH78eH388ceSlGcdAAAAAADudFOF7l27dskwDNWqVUt+fn5q06aNjhw5op07d6p+/fry9/eXJNWoUUMxMTGSlGddbmw2m5KTk10mAAAAAACut5sqdMfGxqpq1apasGCBYmJi5OXlpaefflrJyckKDw93LmexWGS1WpWYmJhnXW4mTJigwMBA51S6dGlT+wUAAAAA+Ge6qUL3448/rk2bNikiIkLh4eGaMWOGfvzxRzkcDvn4+Lgs6+vrq9TUVHl6euZal5vhw4crKSnJOR09etSU/gAAAAAA/tk83d2AvAQFBcnhcOiOO+5QdHS0S11KSoq8vb0VEhKSa11ufHx8sgV1AAAAAACut5vqSvfgwYO1aNEi5/zWrVvl4eGh6tWra9OmTc7y+Ph42Ww2hYSEKCIiItc6AAAAAADc6aYK3bVq1dKrr76q9evXa/Xq1erfv7969+6tBx98UElJSZo7d64kKTIyUi1btpTValXjxo1zrQMAAAAAwJ1uqtvL//3vfys2NlaPPPKIihQpoo4dO2r8+PHy9PTUrFmz1KNHDw0ZMkR2u13r1q2TpDzrAAAAAABwJ4thGIa7G5Ffx48fV1RUlBo2bKhixYrlu+5qkpOTFRgYqKSkJAUEBFzPJl9XlrXubsGtxWjq7hbcWji+8o9jq2A4tvKPY6tgOLbyj2OrYDi28o9jq2A4tvLvVji28psjb6or3VcTFhamsLCwAtcBAAAAAOAON9Uz3QAAAAAA3E4I3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmOS2Ct3R0dGKiIhQcHCwhgwZIsMw3N0kAAAAAMA/2G0Tum02m9q3b6/atWsrKipKMTExmjNnjrubBQAAAAD4B7ttQvfy5cuVlJSkadOmqUKFCho/frw+/vhjdzcLAAAAAPAP5unuBlwvO3fuVP369eXv7y9JqlGjhmJiYnJc1mazyWazOeeTkpIkScnJyeY39O+45O4G3Fpu9n/Omw7HV75xbBUQx1a+cWwVEMdWvnFsFRDHVr5xbBUQx1a+3QrH1pX8eLXHmm+b0J2cnKzw8HDnvMVikdVqVWJiooKDg12WnTBhgsaMGZNtG6VLlza9nbhxAt3dANy2OLZgFo4tmIVjC2bh2IJZbqVjKyUlRYGBubf4tgndnp6e8vHxcSnz9fVVampqttA9fPhwDR482DnvcDiUkJCg0NBQWSyWG9Le20VycrJKly6to0ePKiAgwN3NwW2EYwtm4diCWTi2YCaOL5iFY+vaGYahlJQUlSpVKs/lbpvQHRISoujoaJeylJQUeXt7Z1vWx8cnW0APCgoys3m3vYCAAH5JYQqOLZiFYwtm4diCmTi+YBaOrWuT1xXuK26bgdQiIiK0adMm53x8fLxsNptCQkLc2CoAAAAAwD/ZbRO6GzdurKSkJM2dO1eSFBkZqZYtW8pqtbq5ZQAAAACAf6rb5vZyT09PzZo1Sz169NCQIUNkt9u1bt06dzfrtufj46PRo0dnu10f+Ls4tmAWji2YhWMLZuL4glk4tsxnMa42vvkt5vjx44qKilLDhg1VrFgxdzcHAAAAAPAPdtuFbgAAAAAAbha3zTPduP4Mw5DD4XB3MwAAAADglkXoRq6WLVumWrVqKSkpSZLUo0cPDR061Fmfnp6e43rvvPOOunXrJklasGCBmjdvbn5jcUv5uyd0Vq5cqaioqOvYItxu7Ha7fv31V3c3A7eJ9PR02e32qy7ncDhks9mylfO5CLPxuYic/J3vW0lJSdq1a9d1btE/F6EbOcrIyNCwYcPUsWNH57vnvLy8nO8zX7FihcqXL5/jH3gvLy/5+vpKkvz8/HJ8Vzr+2a71hM4V7777rtasWWNqG3FrW7ZsmR5++GGdPn06X8sTipAbu92uSpUqqUqVKqpWrZqqVasmHx8fVa5cWRUrVlThwoWd5dWrV1ezZs2ybYPPReTm757QuYLPReTk73zf+vTTT9WhQ4erfidD/tw2o5fj+nr66acVExOjPn36OMssFosOHjyozp07a9++fZoxY4Zq165doO1eunRJHh4e8vPzu95Nxi3iygmdTp065XpC58knn9R3332ntLQ0dejQQYGBgfL19ZWHx+XzhAcPHtSuXbv06aefOrdrs9lUqFAh7dix40Z3CTehcePGacyYMSpRokS+licUITdWq1Xx8fEuZZUqVdKGDRt07NgxvfTSS/rpp5+ueft8Lv5zXTmh4+PjIy8vL0nS/v37Vb58eWVmZurUqVMqV66cpMtXLAMDAzVx4kQ+F5EvBfm+VadOHZd1bTabJk+erHfffdf52Yi/h9ANF3a7Xf369dP27dudv2SZmZlauXKlNm/eLJvNprFjx6p79+7OP/TS5V9Ob29vWSyWXLcdExOjTp06qWnTpnrvvfdM7wtuTgU5oWMYhk6fPi1Pz///U5Wenq7AwEBFRUWpaNGi7ugCbkJvvPGGJk2aJIvFIsMwlJycrD179mjUqFHOZRwOh/PvWePGjfO9bUIRrgWfi7iaazmh43A4+FxEvhT0AtpTTz2lRYsWSbqcBy5evKh///vfLtu02+3KzMzU3r17VbZs2RvXmdsAoRsuDh8+rO3bt2vJkiWqWrWqJOnJJ5/U2bNnFRQUpEceeUSPP/64c/lt27apdu3aatSokQ4dOiQPDw+lp6erU6dOzmWSk5M1aNAgzZ8/XwMGDNDAgQNveL/gftdyQsdisah58+Y6d+6cczsZGRnKyspS06ZNs+1j8uTJeuihh25If3BzGTp0qIYPH66MjAzVqFFDkydPVt++fZWamqrChQs7l0tLS3NexSYUoSCufMH08vLSkSNHVLduXWVlZencuXOqWLGiMjMzFRoaqt9//12S+FyEKTw8PPhcRJ6u9QLajBkz9MEHH+jcuXOqXLmyvvzyS7Vs2VLp6ekqVKiQpMt3XKSlpXES+hoQuuGifPny2rx5s6TLZ1MdDoc+/fRTeXh46Mknn1R8fLwMw5DFYtGJEyfUoEGDbIN3zJw5U5s2bXLOR0dH68EHH9TevXudt7Tgn+daT+gcPnxY77zzjtq1a6dVq1apWrVqKlmypCRp+fLlevDBB2W1WlWnTh1G2/8Hu3Jr5vDhw1WuXDk99dRTio6OVvXq1ZWamur8gvDnLwqEIhSEn5+fvv/+e1WsWFF33HGH9u/fr927dzuvRu7Zs0e9evVyLs/nIvKroCd0+FxEXq71+9aVE9JPP/20OnbsqNatW+v777/Xf/7zH+f4KBaLRf7+/je+U7cBBlJDrsLCwmS32+Xh4aH3339f5cuX19KlS1WsWDEVLVpUNWvWVJs2bdSkSZM8t9OwYUO99tprfLH4h7tyQqds2bIuJ3RWrFihypUrO0/oSHKe0FmzZo3z7KokrV+/Xk899ZQkad++ferUqZNiY2Od9T4+Pje2U7hpOBwOTZkyRZ999pnmzJkjSc4z/H++DfPPAxFFRUUpISFB586d05QpU1y2Fx0drcDAQO3du1evvvqqy9Vy/DNdOY4OHjyo0NBQWa3WbMvkddfEn/G5iD/z8/PTzz//rAMHDigkJET79+/Xd999p4YNG+rAgQNauXKl88SiJD4Xkadr/b6VkZGhQYMGadeuXXrzzTclXf4c/fNnqGEYeQ7oh9xxpRsusrKylJWVJV9fX+3fv99Z/vnnn2v06NEaMWKEs8zhcCg9PT3fXzKAK3I6ofP+++/ryy+/lHT5i+uVEzpX/tgnJSVp0KBBmjlzpgzD0KRJk/T888/r7rvvztfIr7i9ORwOTZ8+XVarVQ888IAsFouysrIkSZUrV5Z0+fa61NRU7d27VyEhIXlu70ooAv5q+vTpzrsiPDw8dPr0af3yyy86e/asm1uGW1VBT+jwuYj8Ksj3raSkJH300UcqUqSIatWqJenyI1mnT59WxYoVJV1+lMHDwyPbWAS4OkI3XKxYsUL/+te/so3cm5GRoXbt2rk8+3FlUKKzZ88ycAeu6u+e0JkyZYq++uoreXh4aMKECQoKClJgYKC+/PJLLVy48Ib2BTcfT09PHT58WB4eHrLb7c4BisLDw7Vnzx6XM/XAtVq3bp2+++477dy5U9LlK0qhoaHq3bu32rdv7+bW4VZX0BM6fC4iJ9f6fSs4OFhJSUkyDMN54mft2rXq2bOnDhw4cMP7cbvh9nK4ePjhh2W325Wenu4yNWjQQD/88INL2ZWBO4oWLar4+HgtWLBATz31lN54441ct+9wOPTFF1/wzr9/oBUrVsjf31++vr4u02+//aZ27dplKy9UqJDOnz/vXH/AgAHatWuXoqOj1ahRI02YMEHR0dHav3+/atas6cae4Wbh4eGhDz/8UA8//LDzKvcVn3zyiXr16pWtHCiIJk2aaPv27c7X7xQuXFhr167V/v37nbf4XsHnIgriygmdwYMHS3I9obN+/foc1+FzETn5O9+3PDw8NGrUKPXt2zfbdkeNGqVXX331RnfntsGpf7jI7VZxwzByHIzDarXqt99+U+PGjdWqVSs9/PDDCgkJ0cmTJyVdfpbowIEDSkpKUmBgoNasWaMnnnhCcXFxCgsLM7UvuLlcOaHz12OsUaNGGjNmjFq2bOlSfuVqpd1ul81mU82aNeXl5SWLxaLTp09r27ZtGjFihBwOhzp37nwju4Kb1Nq1a/XCCy/o/fffz3Zlu0WLFho3bpy6dOmiL774Ql5eXoqPj9dvv/2mNWvWaPny5WrRokWO23U4HFq8eLEeeeQR3lf6D2a329W2bdtc3+GekZHhfEabz0UUVJMmTfToo49mO6EjSXv27NGvv/7qXJbPReTlWr9vSdKCBQv01ltv6dtvv8223Y4dO6pVq1ZKSUnR22+/bVr7b1eEbuRLZmZmrgMnNGjQQMePH1fx4sUlSW+++abi4uIkXf4FL1mypCpWrCjDMOTl5aXx48fzxeIf6FpO6EhSamqqfHx8dOLECWddmzZt1LNnT/Xs2dNZVqdOnevcYtxKfv75Zz366KN69913ne8VvXDhgqTLx17ZsmW1du1a3X///erZs6deeOEFQhEKJD09XatWrXI+2/hXe/bsUbdu3STxuYiCKcgJHYnPReTtWr9vzZs3T88884y++eYbtWrVStLlz9Er27v33nv1008/qWnTpvLz89PEiRNN6sHtidCNfNm6dWue9Ve+WEjSoEGDnP8fEBCgDRs2mNYu3PryOqEjXf5y8Vfp6enOdTIyMvT555/r0qVLCg0NNa2duLnt2LFDU6ZMUe/evSVJzzzzjGbPnq0HHnjA+YWiTJkyWrlypU6fPk0oQoHt3Lkzz1HsK1WqpB07djjn+VxEfhXkhI7E5yKuzdW+b23btk0LFy7Ugw8+KElq27atVq1ape7duzuXqVWrlpYuXcqbF66BxbgyZjwA3CL27Nmj0NBQFStWTNLlD5I/v04FiIuLU1JSkmrWrMkbFgDc1JKTk1W4cGGXwWoLis9FXG8xMTHy8PBQpUqV3N2U2wKhGwAAAAAAkzB6OQAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAALhmCQkJSktLk3T5fcMAAMAVoRsAgH+Q3r17y9/fX0WLFs1zCgkJUadOnSRdfu+vxWKRw+HItr2PPvpIXbp00a+//qqWLVsqKyvrRncJAICbmqe7GwAAAG4cf39/DR06VK+99lq+1/Hy8pLVapWHh4dSU1NltVrl7e0ti8WisLAwFSpUSA0bNtRjjz2mxMRE57uCAQAAoRsAgH8UD4//v8lt//79Sk5OVu3atZ1lsbGxeu655zRr1izdddddkiSLxeKsb9y4sfbt2ycvLy9ZLBZlZmYqLS1NRYsWVWZmphYuXKiNGzfeuA4BAHCT4/ZyAAD+ob777jvdf//9mj59urNs+PDh8vT0VNmyZSVJMTEx+uqrr2QYhr766iutXLlSycnJOn/+vM6dO6cffvhBjRo10rlz55SYmEjgBgDgL7jSDQDAP9SLL76o++67Tz179tT27dtVt25dbdiwQdHR0fL29pYknTp1Slu2bJFhGNq6davS09M1YcIE5zYiIyOVnJwsSSpfvry+/fZb1apVyx3dAQDgpsSVbgAA/sGaNWumLVu2aMeOHerXr58iIyNVsmRJZ33z5s01ceJEeXh4KDIyUqVKlVLhwoUVHR2trKwshYaGOq98nzhxQnfffbcbewMAwM2H0A0AwD+cxWLR+fPnVbZsWY0fP1779+/Pc9k/K1asmE6dOqU9e/aobt268vf3N7u5AADcUgjdAAD8g506dUqtW7dWt27dtHfvXtWqVUv333+/Dh48mK/1rVarQkND9eWXX6pFixYmtxYAgFsPoRsAgH+oRYsWqXbt2nrooYc0efJk+fj4aNGiRapTp44efvhhZWRkuCwfHx+vxMREXbx4UdWqVZOnp6ccDofuu+8+zZkzR+3atXNTTwAAuHkxkBoAAP9A+/bt08svv6yxY8fqySefdJZ7eXlp4cKFWr16tby9veVwOLRx40bZ7XY1aNBA69atU3R0tHMboaGhql27tn799VfVqVNHGRkZzkHYAAAAV7oBAPhHcTgckqS7775bBw4ccAncVxQpUkSPPPKIJGn+/Pnq06ePZs6cqUOHDunYsWMaMWKE7rvvPvXq1UsnTpzQhx9+qMzMTK1bt06NGjXSvn37bmifAAC4mVkMwzDc3QgAAHBj9OnTR998842CgoKuuqzNZtPOnTsVEBAgX19fSVLfvn1VrFgx/ec//5FhGHrsscf02GOPqV69eurYsaPuuece/f777/Lw4Lw+AAASoRsAAOTAMAxlZmbmeav4jh079OOPP2ro0KGSLt9uXrhwYZUqVepGNRMAgJseoRsAAAAAAJNw7xcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AJjEMAyXeYfDoUuXLrmpNQAAAHAHQjduWmfOnMnXcklJSVq/fr1efvllvfPOO7LZbEpPT88WeMy2Y8cObdmyJVv5nj17rrpuSkqKNm3aJLvdft3ac+rUKa1du1YZGRlXXTYhIUEnT57M97YzMjKUkpIim83mLMvKylJmZuZV13U4HEpLS1NWVla+9ydd/vmuWLEiz2UyMzNls9n+9r/98ePHlZ6enmv9okWLdOLEiatu54EHHtCbb77pnH/yySf13//+92+17a8yMzOVnJyca11OLly4oGnTprn8+5kltzY4HA7NnTtXsbGxea5vGEaevxdr167Vzp07r9qOrKysfE0OhyPbuikpKTp48KBz3maz6cCBA9f08zt+/LjGjRvn8nt59OhRzZkzRxcvXpSkAv0uAgCAmx+hG2713nvv6ciRI9nKv/jiC1WuXFlRUVE5rrd8+XJVrVpVRYsWVVBQkFq3bq2tW7fqwoULmjBhgvz8/OTh4SGLxeIyrV+//rq2f/ny5frXv/6lzMxMzZw5U9OmTZMk1atXTxs2bJDD4dB9992nGTNm5Lmd2NhYNWjQ4LqG7k2bNqlZs2ZKSUm56rJjxozRvffeq19//VWSVKFChWw/uz9PPj4+CggI0OzZs53b+Pbbb+Xt7Z3nehaLRVarVf7+/vr222/zbNOMGTPUvXt3Zwj67LPP9N///jfPn9EHH3wgX1/fHP/tc5v69++fbTtPPfWU6tWr59xXVlaWfvvtN2d979699ccff0iSoqOjczxBtGfPHv3yyy+6++67nWUvvPCCAgICXIJoZmZmjle/s7KylJ6erpSUFJ06dUp79uzR5s2b9e2332ratGl6/vnn1ahRIwUEBKh58+ZKTU3Nto2OHTuqb9++2codDofGjRunqVOn5vqzvF6mTp2qevXq6cKFCy7lHh4emj17tgYOHJjn+k899ZR69OiR67/72LFjNW/evDy3ceTIEXl5eeVrevbZZ7Ot/91336latWrO+f379+uuu+5yHgPvv/++xo0b5zJ98cUXzuUdDofi4uKUkJCgw4cPa+TIkUpNTVVSUpISExN17Ngx9enTR+np6Xr77bdVq1YtnTt3Ls8+/bltlSpVyvHfHwAA3BwI3XCbixcvavbs2apTp442b97sUtelSxe1bdtWrVu31qFDh7Kt27hxY/Xo0UNz5szRv//9b3Xt2lU//PCDevTooREjRujll19W+/btlZaWprS0NA0aNEh16tRR48aNr2sfmjZtqtOnT2vKlCny9vaWt7e3li9frhMnTqhevXqKjY1VWlqa2rdvn+d2fH19JUne3t6SpL59+8rT01O+vr7ZJqvVqg8++MBl/fj4eB09elTHjh1zTleC3fnz513K4+Pjs11Jmzp1qjp16qQWLVro6NGj8vX1VWRkpM6ePauzZ8/qjz/+UP/+/bVr1y6dPXtWx44d08GDB9W9e3fnNpo3b64dO3YoJiZGsbGxio2N1dq1ayVJn376qbMsOjpa27ZtU/PmzfP8mcyYMUOFChWSh8flP1MDBgzQyZMn9eWXX+a6Ts+ePXXgwAEdPXpUJ0+evOpUsmRJ58/+it9//10//PCDRowYIcMwlJaWph9++EFNmzZ1hixfX195eXlJkp5++mn17NkzW1umTp0qX19f9erVS0WLFlXRokVVv359zZ49WyVLlnSWhYaGugRzSVq6dKm8vLzk5+enwMBAVaxYUREREWrSpIk+/PBDxcbGqmjRourVq5cWLlyoKVOmZAtdR44c0YoVK5w/58TEROfPJjU1Vf3791dwcLDzuDh48OB1v8JqGIZmz56tmjVrKigoSDabTfv27dORI0d07NgxPf3006pSpYpzPi4uzuWKsiQ9//zz+vHHH9WrV68cr0J7eno6f29yY7VaJV0Ox/v37891CgsLcy57RXp6uvPf4oor+/P09FRWVpZmzJih1atXO+sXLVqkxYsXO+dTU1N1zz33qHz58mrbtq0kqWLFiipbtqy6d+/uPAYLFSqkp556SsHBwdl+x3OTlpamvXv3Oo/HvJZ77rnnFBoaKi8vL913333avn27yzL79u1Tq1atVKRIEdWvX1/R0dEu9fHx8Wrbtq0KFSokX19fPfLII0pISHDWOxwOjRw5UnfccYc8PT119913a9WqVfnqxxVZWVkaOnSoSpQoodKlS+udd97JtsypU6f06quvqnPnznrppZcUHx9foH1I0urVq9W3b19169ZN7777bo533pw4cUJ33HHHNW0fAAAXBuBGGRkZRufOnY0aNWoYKSkpRlRUlLFr1y4jNjbW2LlzpzFo0CAjJibGiI2NNXbv3m1ERUUZDofDsNvtxlNPPWXExMQYL774otGrVy/jxx9/NAoXLmxcuHDBOHr0qOHr62usXr3a2LZtm1GoUCFjzZo11739X3/9tTF16lRj7ty5Rrt27YymTZsaU6ZMMfr162esWLHCmD59ulG1alWXddLS0oysrCyXst27dxt//nV89tlnjRdffDHHfbZo0cKYPXu2S1mFChUMSfmeHn/88Ry3vXnzZsMwDKN69erGO++8Y6SmphpxcXFGZGSkERISYsTGxhpxcXFGXFyckZycfNWfz9GjRw1JBf7Zf/7554a3t7cRHx/vUt6nTx+jWrVq2X5+hmEYWVlZxqVLl4zMzMw8t52RkWGkp6cbhmEYYWFhxrBhw5x1drvdaNy4scvPqlGjRoZhGMaDDz5o3H///YbD4TBCQ0ONNWvWGEuXLjWsVqvxxx9/uOxj9+7dhqenpzFw4ECX8l69ehmPPfaYS9mVtvyZ3W43Tp06ZVy6dMlwOBzGkSNHjJo1axo1atQwdu7caRiGYSQnJxvff/+9kZGRkWM/+/XrZzRr1swwDMM4c+aMMWPGDMPPz88IDAw0ChUqZAQGBrpMPj4+Rp8+ffL82RXU4sWLjdDQUOP8+fPGmTNnjOjoaMPb29sICAjIsR1+fn5G+fLls21n7dq1hqenpzF58uRsda1btzZeffXVPNtx8uRJQ5LxzTff5Llc2bJljf79+7uUPfbYY85jwWq1OqcrZYsXLzZq1qxpjB492rlO165dje7duxuGYRiZmZnGmTNnnP9Of/1dNwzD2Lt3ryHJuHTpkrO9NpvNSEtLy7O9hnH5b5CHh8dVl+vTp48RFBRkjBkzxpg5c6ZRtmxZIywszLmPpKQko3Tp0kaNGjWMZcuWGcOGDTPuuOMOIzEx0TCMy3+3qlSpYtxzzz3GO++8Y7zxxhuGr6+vy/E8ZswYw9fX13jppZeMjz/+2KhevbpRqFAh4+TJk1dt3xUDBw40fHx8jLffftv46quvjKJFixoLFy501p89e9a48847jRYtWhijR4827r33XiMkJKRA+5g/f77h5+dnPPvss8ZLL71kBAQEOP+9rkhOTjYaNGhgSDLi4uLyvW0A/9feeUdFda39/zv0XhSMAoIFLoKFJWPEFkBJiBgpCcYS48USb4gRwVgwaoxBBRULxFyvKCgoRuwlKkZRIBA1BrAAIiqidEMJRRiGGeb5/cGacznMgGD0ze9d7/6stdea2fvsffbZc+as8+ynMRgMZTChm/G3I5FIqKSkhDIyMkhVVZUTDLS1tUkgEJChoSEZGBiQjo4Oqaqqci+JY8eOpe+++44TupcuXUrTp0/nxo2OjiZ9fX0yNzd/6Uv5qzJ9+nRydXWlQYMGEQAyMzMjd3d3cnNzo4CAAPLw8FAq9KalpRERUVJSEkVGRtK6desIAO3Zs4d27NhBixcv7pHQXVNTQxKJhBITE0kmkxERUXJyMgGghoYGIiK6f/8+JSYmUmNjI/ciTURUVlZG33zzDVVWVnJ1Dg4OtGvXLkpMTCQA5ODgwCvq6uq0Z8+el67PqwjddXV11LdvX1q5cqVCW1lZGenq6tKuXbsU2q5cudLtTQf52nYUur/55hvS19enrKwsKisro6KiIiopKSEioqysLNq3bx9P6D558iR99913CnNxdXUlDQ0NEggEPEFNIBDw6uTzab/2csRiMd26dYvWrFlDQ4cOpfj4eJLJZNTU1EQ7duwgU1NTMjU1pcOHDyv0zc3NJV1dXcrJyaGSkhLS1tbmrVlwcDC5u7t3S6h7VZqamsjGxob27t1LMpmMhg0bxvt/JiYmko2NDeXn53drvIsXLyrdoOiO0F1ZWdltoTsoKIhXJ5VK6fTp06SpqcnVPXr0iADQ/fv3qbW1lRwdHRWEbvnGlvzYjvdCx6JMqF+wYAFvLsXFxaSqqkrx8fFc3enTp0lVVbXL63r48CGpqqpym2pEbc8eAHTt2jUiItqyZQupq6tTcXExd4yzszNt3bqViIj27dtHFhYWVFNTw7WvXbuW1NXVSSwWU21tLenp6dHx48e59sePHxMA2r9/f5fzk1NaWkpqamq0ZcsWrm7//v1kb2/Pff/yyy9p0qRJ3HOusbGRDAwMaOfOnd06h0gkIhMTE4qNjeXq4uPjSSAQcNdWWVlJDg4O9PbbbzOhm8FgMBivBbXXqTVnMHpCYWEhBAIBBgwYAHNzc5ibm/NM/GJjY7F8+XKlvo1SqRQBAQEwMDBAcnIyACAwMJDzjZX7yba0tKCurg4FBQW4fv06xowZw5krvw6OHj2K+/fvY+LEifjHP/6BkSNHom/fvtiwYQPEYjH69euHs2fPYtKkSXj+/Dmsra1x//59DB48GECb+eLdu3e5AEp3796FSCSCvr4+IiIiOvUFnzlzJu+7sbEx6urqMGfOHCxfvhzBwcEKfQIDA6GiooLJkydDR0eHq//zzz+RlpaGHTt24Ouvv8aaNWs4/1m5Se2dO3d4Yw0YMEDBLPt1sXTpUqirq2PdunUKbf369cPGjRuxcuVKjB07FkKhkGsbN24cHj16BE1NzU5NbYkIEomEd/1yJBIJbt++jbCwMO73EYvF0NPTA9DmDmFkZISTJ0+ipaUFqampGDp0KOzt7fHkyRMMGjQIALB3716UlpZi9OjREAqFiIiI4M4xd+5cvHjxgjORb2hoQFFREYyMjBTm09zcjHHjxkEqlUJFRQV+fn7w8/MDEUEgECAwMBDr16+Hvr4+r19xcTG8vb1hZ2eHq1evIikpCcbGxpwrQHl5OaKiorBp0yZoaWmhsbERz58/5+b/OpDJZPD19UVlZSVEIhGWLVuGvLw8/Oc//+HaQ0JC4OjoCBsbGxARcnJyMHz4cG6M+vp6PHjwgDPltrOzg0AgQHl5ObS0tCAQCAC0PQvEYjHnMy6TydDS0oK+fftyY8mP7Q4dj5Wbm4vFYqipqSkcK48fEBISgo0bN3Jz+OSTTwC0xUdobm5GTU0Ndu7cifXr1yM1NRXl5eWYP38+gLbAhJqamrh79y6GDh0KAGhtbVXwY9fQ0EBra6tSc/r2ARvlAQVHjhwJVVVVmJmZITMzEw4ODtwxvXv35s4NAElJSXBxcYGFhQV3jI+PDy5duoQVK1bA29sbrq6uMDY25o0hlUrR2toKbW1tpKSk8P6THc/xMlJSUiCVSjF79mzeHObPn4+ysjKYmZlh8uTJ+OKLL7jfSUdHh3Nd6A4ikQibN2/muYSYmZmBiLh55ubmwsXFBQEBAbCxsenWuAwGg8FgdMnfK/Mz/i+zatUq0tLSouDgYKqrq1NoP3DgAPXu3Vtp3+PHjyvVYE6fPp1Wr15NFhYWZGZmRpcuXaKysjKaNm0apzW/dOnSa5m/TCajQ4cOkbGxMe3cuZMCAwNp1qxZNH36dHJxcaEtW7YQADpz5gwRtWlKBQIBicVihbE6mpwGBgbyNN0xMTG0ZMmSl84pISGBtLS0qLCwkKfpTkxMJHV1dXrw4EGnfePi4jgNup2dHf3www+UlpbWqbb40KFDXN/bt29Tbm4u5eXl8UpKSgoBoLi4OIW23NxcyszM5JlHx8TEkEAgoJ9//pmr27Ztm4Im2MfHh3r16sWZWr8qHTXdMpmMhEIh7zrlazJ16lSys7MjX19fXtHR0aHo6GgiatPSGxoa0oEDB8jZ2ZkWLVpEDQ0NXJk9ezb5+Pjw6hoaGjitXUdSUlIoPz+f6uvrafXq1QSAbG1t6ebNm1RaWkqenp4Ka9DU1EROTk7k4+NDH374IQGgxMREImqzKnn//fd5ZuTLli0jc3NzKioq+ktr2RE/Pz9yd3enBQsWkJqaGq1atYprCwkJoWHDhnHm1OfOnSN1dXXef/P69etkaGhIpqampKWlRTNnzqQbN250y5LBysqKN5fq6moCQNHR0VRcXNxpsbCwoK+++krhWjpquuUWHHl5eUREXWq65cybN48GDx5MpaWltGrVKrKwsKDCwkLKz88nkUhERkZGlJSURERtWuWwsDCFefz5558KGvvTp08TAAUzfRUVFZ5FS0dCQ0NJXV2d0+4OHTpU4dpPnDhBAwcO7HQMd3d3EgqFnbb/+OOPBICys7M7PaY94eHh1KtXL4V6PT09Sk1NVdrnyJEjpKqq2uWzrSuam5vJy8uLcyMhanPvICIqLCxkmm4Gg8FgvBaYppvxtxEWFoYPPvgAn3/+OXx8fDBmzBg0NTVBVVVVqSZHIpFAKpVCW1sbkydPRkFBAXJzc+Hl5YXp06dj69at0NTUREpKCvz9/REUFIS0tDRER0fj+PHjKC4uxtmzZ+Hu7s4b948//kB9fT2MjY05zUx3KC8vx759+7B//35MnDgRW7ZsgVAoxKJFixATE4PNmzfDyMgId+7cgbe3N8rKymBubt5l0KfffvsNmzZtgpWVFYiI04A/f/4chYWF3HeJRAItLS1oa2sjPz8fra2tUFFRgYODA4KCglBbW8tFhX/48CGqq6uxfPlyEBEePHiAlpYW6OjowNramjv3P//5T+6zVCrlBZQSiUS8edra2vK+T5w4UaEP8N881YsWLVLQEra2tkIsFqOoqAh9+/bFmTNn4O/vjxUrVnC/0W+//Ybly5dDQ0ODF2X8wIEDcHNzw4QJE7Br1y74+flxbe+//z4uX77c6Rr/8MMP+PLLL5W2CQQCXL9+HaGhocjJyUF8fDx3Terq6pg+fTrWr1/P6zNgwADuNzUwMEBcXBy8vLwQExOD3bt3Y/fu3Qrn6aidfvToEe+3kOPi4oLKykrMnj0bFy5cQFBQEEJDQ6GtrY2qqio8fvwYbm5u+OWXX2BnZwegzTrh5s2bAAAPDw/Mnz8fkydPRllZGWbPno2ioiJs2rQJ169fR1VVFaysrFBVVYUPP/wQv/76KzQ1NTtdu54QGxsLANi8eTNsbGy4dfv8888RFxeHEydOICcnB9XV1aipqYGVlRVmzJiBzMxMDB48GGPHjuW013PnzgUACIVCVFVVcdkJAMDLywtCoRDffvstgLZ7rqPWU64VVRbJvSM90YrLURbgrT0XLlzAgQMHoK+vD3t7ezQ3N0Mmk8He3h4tLS3IzMyEhYUFiouLAQAJCQk9siRRVVVViA7fFfKUcfPmzeM01yKRiKfFBtrupcrKSqVjpKen4/Lly/jxxx+VtkskEmzYsAHu7u68yO9doWwOnc3j119/xcqVK3Hjxg0kJCQoPJO6Q0hICKKjo6GlpcUFfQTwWq2hGAwGg8EAACZ0M/5WJkyYgJycHO5Fd8qUKUhNTeUd0/4lePz48UhPT4eenh709PS4HMhaWlrYv38/1qxZg48++gi5ubkoKirCtWvXcOXKFUybNg1SqRQ+Pj4KL9UrV65EXFwcgoODsXnz5m7PXW46rqGhgSNHjmDPnj148OAB1NXV4e7ujrNnz+KDDz7AuXPnALQJv/b29grjSKVS/P777wDaBN9Nmzbhp59+wsGDB/H999/zjm0vrB06dAiffvopPvvsM2RlZfFMqnfs2MGZSgqFQujr60NFRYUTAMViMTw8PHDq1CmuT319PQwMDAAAlZWV0NLS4iKgK4vs217Q+PPPP5WuUUlJCfr374/z58/D1dW1k5Vse9n+5ptvMHXqVISGhnL133//PYYNG4ZFixbxjjcyMsLVq1fx0UcfoX///rw2Y2Nj+Pr6ckJfe/T19bsUZurq6lBTU4P6+nqIRCKUl5dDLBZjyJAhUFFRwbFjxxQiOldWVvLuKW9vbwBt6xMYGNileXlraysaGxuhoqKC1tZWTsCXyWTIyMjAhQsX8MMPP6BPnz745ZdfMH78eLS0tKCmpoZLL+Xt7Q13d3f8+uuvsLS05M514MABZGdnIyEhgVuzW7duQSQSYdSoUbC3t8eLFy+goqKClStXYufOnTh27BjmzJnT6fr0lLy8PGzatAlXr17lhPn8/HyIxWJ4eXnBzMwMvXr1Ql5eHlasWIFz584hLCwM0dHRCmOpqalBXV1dYWNMRUUFqqqqvN+1faRx4L/PkNOnT8PHx6fT+Q4YMKDTNmXm5XK6Mp/Oy8vj1vT69esYNmwY1q5di6qqKuzevRtisRja2tqwtrZGfn4+RCIRbt68ifj4+E7H/KsEBASgtbWVt4GkqampsGmmoaGhsOEGtP1fFyxYgHHjxmHGjBlKzxESEoLHjx/zUqe9DGVz6Gwe5ubmcHNzQ0FBASIiIjBlyhTOFaS7jBo1Cvn5+Th+/DgOHz6MFStW9Kg/g8FgMBjdhQndjL+dsrIynDhxAoGBgYiPj4dUKoWmpiaOHTuGkJAQ5ObmQiaTKbz0Pn/+HDExMXB0dERNTQ2SkpJQUFCAsLAwjB07FhoaGpx23MnJCVKplNMUvg7q6uoUtDJvvfUW91nusx4cHIzq6mpcv34d48eP5x0fHR2NdevWcb6sOTk5UFdXx8GDBxEREcHlMI6IiEB6ejonrEmlUk6QuHbtGk/gLi0thZOTE8aPH49jx45hzJgxMDc3x9GjR5W+0MqZP38+xo4di8WLF6O2tpbnJ9lRMwsoar//Ctra2rhy5QqMjY25Oebn5yMhIQGXLl3iCaM1NTVcfvb2aZrkyO+Rzl7Au1qDM2fOYPHixZw/7YgRIyASidDc3AwAcHR0VEgPlpaWpnQseSqpPXv2KLTJBURq50eanJzM25jw9PTk8n9raGjAy8sLL1684KwU9PX1oa+vDxsbGxQWFsLd3R3p6ekwMTFBbGws/P394eDgAD8/Pzx9+hQLFizA/fv3YWBggF69euHIkSM4ePAgHjx4gJCQECxcuFBhA+OvcOvWLUybNg1GRkbYvn07ioqKMGjQICQkJEBbWxvu7u6YPXs2Bg0ahJkzZyI0NBRLliyBiYnJa5uDHLnFxascW1lZCbFYDE1NTU6bXFpaCmtrazQ1NaGlpQWNjY2c5h5os9BwcXEB0PZ88/T0xJkzZzBu3DioqKigubkZRITDhw9DR0cHz58/x8iRI3Hjxg38+OOPMDAwwNSpU1/PxXfgyJEjiI+PR0JCAvr168fV9+nTB2VlZbxja2pqoKurqzBGUFAQysvLcfHiRaVa4bS0NISFhSE0NJTnp/8ylM0BaNvU6ziPAQMGICQkBP7+/rCzs0NkZCTWrFnT7XMBbZu8U6ZMwdixY7FkyRLMnDnztf4HGAwGg8GQw4Ruxt/O+vXrkZaWhoCAAF4QH0NDQwgEAl5ApPasXr0aI0aMwIQJE1BVVYWLFy/C19cXampqnJAUERGB8+fPIykpqdPzx8bGKtWKvgxDQ0NUVVXh6dOncHZ2RnZ2NszMzLB161YkJiZyWrPRo0cjPDwciYmJWLp0KW8MHx8fTJ06FVVVVRg+fDgnPJeWlsLQ0JATQJqbmyGRSLjva9euRVBQEAAoCNxubm5wdXXFZ599hmPHjiEmJgbu7u7w8vLCoUOH0KtXL4VrkclkSE5OhlAoRElJCQDA0tISjo6OnBDy2WefQSqVvtJadYeOv/OaNWvg7u6O9957j6tbsmQJ7ty5g7S0tFcyAwa6FsDkwcrWr1+PnJwchZzg1tbWmDx5Mq+uo1ZVzqxZs7Bq1Sre/LuaU/txVFRUcOnSJU6zq6enB21tbaSnp+Pdd9/lAgbKyczMxNGjRznBpKGhAS4uLhg+fDhsbGwwcOBAODk5wcjIiMvFLbdqkPO6hQ2BQAAzMzMuWNonn3zCBRoE2kycO86hs/+6nPr6emzduhUhISE9MgF+mfl3e9rfH83NzTAzM4OWlha0tLR489PV1cWYMWOwd+9elJeXIy4ujgtw2D7QoZubG9zc3GBkZISkpCTY2dlhw4YNqKqqwrZt2zgrEmdnZ+zcuRMVFRUICAjoVKv+V7h//z4WLlwIf39/BQ31mDFjFNwyMjMzYWZmxqs7ePAg9u7diyNHjnABB9tTUVGBGTNmwN3dvcea4zFjxuDFixe4d+8eRowYAaDNUqCpqYmbR0lJCXr37s39X8zMzCAUCpGXl9etc0gkEpSVlcHKyoqr8/LyQkBAAPLz85nQzWAwGIw3AnNcYvytPHz4ELGxsQgPD+/RS3R6ejpiY2OxadMmrs7BwQHZ2dmQSCQoKSlBRUUFGhoa0NLSgoqKCpSWluLp06cKvo/l5eV48OBBp76LnSEQCNC7d2+EhYXhrbfeQkpKCvLy8vDvf/+bp3H56quvsGXLFlhbW2PcuHG8MUxMTBQEjebmZmRnZ2P8+PGorq7GnTt38OLFC4jFYlRVVcHV1VWp4CgXmm1sbLB//36u3tLSkpubg4MD4uLiFISQlJQU1NTUYMaMGfj999+hpaWFYcOGIScnB+fPn1eYX1RUVI+0hz0lOTkZZ8+eRXh4OK8+MDAQt2/fRlRUVKd9W1tbcfToUQgEAoUCoNtRjoG2F3S5Hz0AbNy4kRPA5OXZs2dK+8pdHeQa6c7KpEmToK+vryBkjRw5EpcuXcLu3buhqamp0N7Q0AAPDw+cO3cOQqEQW7du5QSRgIAAXL58Gdu3b4e/vz+cnZ1RWFgIAEhNTYWpqSnPFL0ztm3bhs2bNyM7O7vbaybn7bffxs2bN7F7924sXboUnp6eqKioABGhvLwcjx494kW6fhmNjY3w9PTE6dOne+S/DLy6plvuYvH48WOEhoaiuroatbW1iI6Oxr1799DS0gJbW1u0tLTwIoN3hpubGywsLBAZGYlDhw7B3NwcEyZMANAWfV8mk+Hx48fw9/fv0fV1h4qKCkyZMgX29vY8lwc506ZNw+3btznBu66uDnFxcXj33Xe5Y1JTU7Fw4UJOK9yRxsZGTJ06FVpaWoiPj+/xxtiQIUMwdOhQnptPZGQkjI2NuXtFHsdBjlQqRUFBQZeuAe1JT0+Hra0t5z8P/Dfye3fHYDAYDAajpzChm/G3smLFCgiFQnh6evaon9z31M3NjVevra0Nb29vDBkyBLa2tggNDcWNGzdga2uLIUOGwM7ODidPnuT1+frrr2FnZ4ft27e/0jVERkbi22+/xZUrV+Do6IjKykqkp6dzGkW5L6uOjg6amppeOl5GRgb69evXZaqa9i+zT548wbx58/Dee+/h/fffx8mTJxWCtVlbWyMzMxMjR47E3LlzMXDgQF5KrsOHD0MoFGLQoEE4c+YMJk6cCHV1dSxevBiBgYFoaGjgjn348CGWLVvWLVPOVxHMKysrsWDBAixevBjDhg2DVCpFaWkpbt26hZycHIwePRrBwcFKzVCBNmHB19cXDQ0NCiU4OJjToAHgfNaVUVtbC29vb2zdupWrW7t2LZqbm3mlM82YkZERDh06BCLqtCxbtqxTH/PY2FisXLmyUy2tmpoarKys4O3tjaCgIO5aiAiFhYU4e/YsF8iqV69e+O677yASibBhwwb4+PgobHJlZmZi165dvDVZu3Ytvv76a2RmZna6Tp3xxx9/ICkpCTt37sTMmTNhamoKDw8PyGQyrF69GtbW1gqmx2KxGMHBwQobYCKRCEePHsWLFy+Qmpqq1FqjK+Sptz788EOlmzHy8uzZM4U0XUDbJsaePXu49IU///wz3NzcUFZWhpiYGAwePJgLZNcV169fR21tLZYvX4758+ejoaGBW9uCggKoqqqid+/eUFNTQ2lpKfe/a25uVhpXoSvkaRPl1zNnzhxUVFRg9erVyM7ORkZGBjIyMrj/0ahRo/Dxxx/jo48+wpw5czBq1Cg0NTVx2uqamhpMnz4dFhYWmDVrFtc/IyODm2dQUBCysrKwZs0aPHnyhGt/+vQpgDbf94yMjC43TTZv3oyjR4/Czc0NU6ZMQVRUFNatW8dtOn311VdYt24dwsPDkZycjHnz5qG+vp6Xfq2rczg7O2P48OHw8PDAmTNncPbsWXzxxRfw9PRUGsyQwWAwGIzXwv9UmHQGoyNHjhzhpTO6c+cO5eTkcCmlQkNDycjIiPuenZ1NWVlZlJOTQ62trVRfX09EREFBQfTpp58qPceOHTto0qRJXc7Dz8+PAPBSR/WUe/fu0fjx42nChAl0/vx58vb2ptTUVAoLCyMdHR2KjIykAQMG0IQJE+iPP/5Q6H/nzh3S1dUlIqIvv/ySgoODSSaTEQAqLi7mHevr60vbt2/nvi9atIgMDQ25tFVyLl26RACotraWV3/q1CkSCoWUkpJCRG3plHR0dGjjxo2Uk5NDampqdOTIEQoPDyddXV26f/8+EREtWLCA/Pz8iIjo6NGjvHRaHSksLCRvb28aM2YMAaDffvutW+tYVFREgwcPJgBkY2NDpqamJBAICABpa2uTvb09eXp6kqmpKc2cOVPpGAkJCfTTTz91eo6SkhKKiIigZcuWEQAKCQlROGbGjBkEgD7++GOqqqoiorY0Ze3TQkkkEiosLCQDAwM6fPiwwhiWlpYUHR2tkB6sfVmyZAm5uLjw+kmlUlq9ejVpaGjQwYMHeW2XL18mNTU1Xl1cXBypqamRq6srNTc3U0tLC9nY2JChoSFNmzaNoqKi6MmTJ9TU1EQffPAB9enTh0pLS4mIaMWKFTR06FB68uQJ/etf/6K+ffuSVCrlxtbU1Ozyd+6KuXPnkoaGBk2aNIm2bNlCGRkZ1NraSiEhIaSiosKlhbtw4QKpqKhQZmYmHThwgABQbm4ubyxbW1tycnJSuJeJ2tJWrV69usu5lJSUdDtl2BdffMHru23bNjIxMeGljRKLxeTo6EiLFy8mVVVVioiI4PXx8fFReCbp6uoqTW/Wu3dvOn36NPXu3Zs2bNhATk5O5OHhQWFhYdS/f38i+u/9+ColLS2NS5mmrHS8pzdv3kxCoZC8vLx4v8OpU6c6HSM5OZmIiAwMDJS2y58b8hRc7VOeKSM1NZXee+89cnJyopiYGIX2HTt20MCBA0lPT4/c3Nzo9u3bXFt3zlFWVkYzZ84kY2Nj6tevHwUFBVFDQ4PCcSxlGIPBYDBeF0zoZvwtiMVisra2plGjRnF1b731Funq6pKBgQEv56y86OrqkoaGBo0cOZI3lr+/P02bNk3pebZt20aurq5v5BpaW1spMjKS3nnnHTIxMaHw8HCSSCRERJSUlERDhw4lCwsLunbtGhER5efnk6WlJZmYmFBOTg43zqlTp2jNmjUUGRlJBQUFZGxsTKWlpdTU1EQASFVVlVcEAgFt3LiR6y+TyZQK8vIcuRUVFV1eR1xcHAkEAsrKyiJbW1saNmwYFRQUkLa2NkVFRRER0ZUrV2jEiBE8gWTZsmV07ty5Tse1tLQkS0tLmjNnjtLc5MpobW2lkSNHkpubGy1btoz27dtHKSkpVFJSwstlHRMTQwDo3r173Rq3PRKJhCwsLMjQ0JB8fX2prKxM4Zjly5dTeHg4r27y5Mk8AUWeg9za2pqePHmiMEa/fv26JRS98847vH6PHj2i4cOHc5tRRESZmZnk6+tLNjY2ZGlpqXCus2fP8u6J4uJi3pqLxWJydnamPn36UFZWFlefmJhIenp6BIA0NTUpPj5eYewRI0bQxYsXFepfRk1NDZcDWk5wcDCpqalRbGwsV1daWkr9+/cnACQQCGjRokUKY927d4/q6uqUnsfZ2Vlpbu32PHv2rFvCnpWVFS1cuJD73tLSQn5+fpxQ2Z66ujqys7MjOzs7EolEXL2bmxsBoE2bNnF1EomEAFBmZiaJRCKuVFdXk5OTE5mYmNDJkyeJiKiiooJsbW0JAE2ZMoWIiMrLy6mwsJDKy8upsrKyW6WkpIQeP35MTU1NXV4zg8FgMBiMN4+A6A06ZjIYXfD8+XM8ffoUTk5Ob+wcoaGh+Omnn3Djxo03Mv6JEydQW1uLWbNm8aLryiOrBwYG8upra2tx8eJFfPLJJy8dm4hQV1fHBZR7k2RmZkIoFOLgwYOwsbHB2LFjUVhYiIEDBwIA5s2bh+TkZJw6dQqOjo5vdC5E9NLrlclkuHr1areClClDHp39r1JaWgpzc3Olbbq6uoiKilKIdt6e5cuX45dffsGtW7d49R3XQCKRwN3dHfb29vDz88Po0aN7PNeSkhIQUY8CRcXGxmLr1q24e/cuL2Dfq9LS0oLs7Owe+XL//8yzZ8/Q2NjISwV44cIFNDc3w8fHp8tI+XKysrLQv39/mJqacnX19fXYs2cPXFxc3ujzkcFgMBgMxv8MTOhmMBgvpbm5ucv81gxFqquroaenx/n0/2/k559/xogRI3ippRgMBoPBYDAYPYMJ3QwGg8FgMBgMBoPBYLwhWPRyBoPBYDAYDAaDwWAw3hBM6GYwGAwGg8FgMBgMBuMNwYRuBoPBYDAYDAaDwWAw3hBM6GYwGAwGg8FgMBgMBuMNwYRuBoPBYDAYDAaDwWAw3hBM6GYwGAwGg8FgMBgMBuMNwYRuBoPBYDAYDAaDwWAw3hBM6GYwGAwGg8FgMBgMBuMN8f8AS5V4ugLOQhcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据\n",
    "regions = ['华北', '华南', '东北', '西北', '西南', '华东']\n",
    "sales = [2354, 1902, 3524, 2698, 2896, 2563]\n",
    "\n",
    "# 创建条形图\n",
    "bar_width = 0.5\n",
    "index = np.arange(len(regions))\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(index, sales, width=bar_width, color='deepskyblue', label='销售量')\n",
    "\n",
    "# 计算平均值并添加平均值线\n",
    "average_sales = np.mean(sales)\n",
    "plt.axhline(y=average_sales, color='r', linestyle='-', label='平均值')\n",
    "\n",
    "# 添加标题和标签\n",
    "plt.title('3月各区域销售量', pad=20)\n",
    "plt.xlabel('区域')\n",
    "plt.ylabel('销售量')\n",
    "plt.xticks(index, regions)\n",
    "plt.yticks(np.arange(0, max(sales)+500, 500), [\"{0}\".format(i) for i in range(0, max(sales)+500, 500)])\n",
    "\n",
    "# 显示销售量数字\n",
    "for rect in bars:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2., height,\n",
    "             '%d' % int(height),\n",
    "             ha='center', va='bottom', fontsize=12)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "\n",
    "# 在图表下方添加注释，靠左\n",
    "plt.text(0.1, -0.15, '注释：数据来源于公司销售系统，统计日期截止2022.03.31',\n",
    "         horizontalalignment='left', verticalalignment='center', \n",
    "         transform=plt.gca().transAxes, fontsize=12)\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50f225f8",
   "metadata": {},
   "source": [
    "## 图三"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d9a8cda7-b172-4de0-ba2e-87fe0556ea36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np  \n",
    "import matplotlib.pyplot as plt  \n",
    "  \n",
    "# 数据  \n",
    "categories = ['口红', '面膜', '隔离', '防晒', '精华', '面霜']  \n",
    "values = [523, 600, 648, 856, 800, 714]  \n",
    "  \n",
    "# 创建一个图形和坐标轴  \n",
    "fig, ax = plt.subplots()  \n",
    "  \n",
    "# 设置条形图的宽度  \n",
    "bar_width = 0.5  \n",
    "  \n",
    "# 绘制条形图  \n",
    "index = np.arange(len(categories))  # 创建x轴的索引  \n",
    "bars = ax.bar(index, values, bar_width, color='skyblue', alpha=0.8)  \n",
    "  \n",
    "# 设置标题和副标题  \n",
    "main_title = '3月商品销量对比'  \n",
    "sub_title = '防晒销量最多，3月销量856；面膜最少，3月销量523'  \n",
    "\n",
    "fig.suptitle(main_title, fontsize=14, fontweight='bold')  # 主标题  \n",
    "ax.text(0.5, 1.02, sub_title, horizontalalignment='center',  \n",
    "        verticalalignment='bottom', transform=ax.transAxes, fontsize=12,  \n",
    "        color='darkblue')  # 副标题  \n",
    "\n",
    "for bar, value in zip(bars, values):  \n",
    "    x = bar.get_x() + bar.get_width() / 2  # 获取条形的中心位置  \n",
    "    y = value + 5  # 在条形上方稍微偏移一点  \n",
    "    ax.text(x, y, f'{value}', ha='center', va='bottom')  # 添加标签 \n",
    "  \n",
    "# 添加x轴和y轴的标签  \n",
    "ax.set_xlabel('产品类型')  \n",
    "ax.set_ylabel('销量')  \n",
    "  \n",
    "# 设置x轴的刻度标签  \n",
    "ax.set_xticks(index + bar_width / 2)  \n",
    "ax.set_xticklabels(categories)  \n",
    "\n",
    "annotation_x = index[-1] + bar_width * 1.1 \n",
    "annotation_y = max(values) * 0.9  # 在最大值的90%处添加注释  \n",
    "plt.text(0.1, -0.15, '注：数据来源于公司销售系统，统计日期截至2022.03.31',  \n",
    "        horizontalalignment='left', verticalalignment='top',  \n",
    "         transform=plt.gca().transAxes, fontsize=12)  \n",
    "  \n",
    "# 显示图形  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2b123a3-1c5f-4750-8a1a-9c2f1266752f",
   "metadata": {},
   "source": [
    "## 图四"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2afb4c85-f5e7-4ebe-a579-36ed555c27bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据\n",
    "categories = ['口红', '面膜', '隔离', '防晒', '精华', '面霜', '眼影', '气垫']\n",
    "values = [9221, 5102, 6571, 5760, 6321, 8612, 2645, 5321]\n",
    "colors = ['#99CCFF', '#66CCCC', '#FF9999', '#FFFF00', '#3399FF', '#003366', '#800080', '#FFCC99']\n",
    "\n",
    "# 创建图表\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# 柱状图\n",
    "bars = ax.bar(categories, values, color=colors)\n",
    "\n",
    "# 显示数值标签，并使用同底色的方框标注，同时增加数字和柱状图之间的间距\n",
    "for bar, value, color in zip(bars, values, colors):\n",
    "    yval = bar.get_height()\n",
    "    ax.text(bar.get_x() + bar.get_width()/2.0, yval + 50, int(yval), ha='center', va='bottom', \n",
    "            bbox=dict(facecolor=color, alpha=0.8))\n",
    "\n",
    "# 图表标题和标签\n",
    "ax.set_title('2021年商品销量情况', fontsize=20,pad=20)\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('销量')\n",
    "ax.text(0.5, 1.00, '口红销量最好达9221，是眼影最低值2645近3.5倍',transform=ax.transAxes, ha='center', va='bottom')\n",
    "# 在图表下方添加注释，靠左\n",
    "plt.text(0, -0.15, '*注释：数据来源于公司销售系统，统计日期截止2022.03.31',\n",
    "         horizontalalignment='left', verticalalignment='center', \n",
    "         transform=plt.gca().transAxes, fontsize=12)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "455527fb-cf4a-4f99-b34c-dbad1a37de60",
   "metadata": {},
   "source": [
    "## 图五"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "213a8658-3597-46c7-8cbb-0f19f68f2e8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据\n",
    "quarters = ['2021Q1', 'Q2', 'Q3', 'Q4', '2022Q1', 'Q2']\n",
    "sales = [3121, 4086, 4321, 4601, 4936, 4231]\n",
    "profits = [1020, 1421, 1502, 1623, 1781, 1432]\n",
    "\n",
    "x = np.arange(len(quarters))  # x轴的位置\n",
    "width = 0.35  # 柱子的宽度\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 绘制柱状图\n",
    "rects1 = ax.bar(x - width/2, sales, width, label='销售额', color='skyblue')\n",
    "rects2 = ax.bar(x + width/4, profits, width, label='利润额', color='red')\n",
    "\n",
    "# 添加文本标签\n",
    "ax.set_xlabel('季度')\n",
    "ax.set_ylabel('金额（万）')\n",
    "ax.set_title('2021年至今季度销售额和利润额对比')\n",
    "ax.text(0.5, 1.00, '2022年整体销量高于2021年，只有东北区域较2021有所下降',transform=ax.transAxes, ha='center', va='bottom')\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(quarters)\n",
    "ax.legend()\n",
    "\n",
    "# 在柱子上添加数据标签\n",
    "def autolabel(rects):\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        ax.annotate(f'{height}',\n",
    "                    xy=(rect.get_x() + rect.get_width() / 2, height),\n",
    "                    xytext=(0, 3),  # 3 points vertical offset\n",
    "                    textcoords=\"offset points\",\n",
    "                    ha='center', va='bottom')\n",
    "\n",
    "autolabel(rects1)\n",
    "autolabel(rects2)\n",
    "# 在图表下方添加注释，靠左\n",
    "fig.tight_layout()\n",
    "plt.text(0, -0.15, '*注释：数据来源于公司销售系统，统计日期截止2022.06.30',\n",
    "         horizontalalignment='left', verticalalignment='center', \n",
    "         transform=plt.gca().transAxes, fontsize=12)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d147791-76b1-4589-a2aa-1cab35d84e9c",
   "metadata": {},
   "source": [
    "## 图六"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "24ea4bd4-2f3d-4c71-b0e3-e7dfc14b64ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 定义数据类别和对应的销售数据\n",
    "categories = ['华东', '西北', '东北', '华北', '华南']\n",
    "sales_2022 = [1215, 1321, 1426, 1531, 2238]\n",
    "sales_2021 = [1003, 1265, 1531, 1436, 2066]\n",
    "\n",
    "# 创建一个新的图形\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 绘制2022年的销售数据在x轴的负半轴\n",
    "bars_2022 = plt.barh(np.arange(len(categories)) + 0.2, np.array(sales_2022) * -1, height=0.4, color='lightblue', label='2022年')\n",
    "\n",
    "# 绘制2021年的销售数据在x轴的正半轴\n",
    "bars_2021 = plt.barh(np.arange(len(categories)) + 0.2, sales_2021, height=0.4, color='lightcoral', label='2021年')\n",
    "\n",
    "# 设置y轴标签\n",
    "plt.yticks(np.arange(len(categories)), categories)\n",
    "\n",
    "# 设置x轴和y轴的标题\n",
    "plt.xlabel('销售额')\n",
    "plt.ylabel('产品类别')\n",
    "\n",
    "# 添加标题\n",
    "plt.suptitle('2022年整体销量高于2021年，只有东北区域较2021有所下降' ) \n",
    "plt.title('2022年上半年各区域对比去年销量')\n",
    "\n",
    "# 在柱子顶端设置数字标签，确保标签位置不会导致图像尺寸过大\n",
    "for bar in bars_2022:\n",
    "    yval = bar.get_width()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, bar.get_y() + bar.get_height()/2, str(-yval), ha='center', va='center', fontsize=10)\n",
    "\n",
    "for bar in bars_2021:\n",
    "    yval = bar.get_width()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, bar.get_y() + bar.get_height()/2, str(yval), ha='center', va='center', fontsize=10)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "\n",
    "# 添加注释\n",
    "plt.text(0, -0.15, '*注释：数据来源于公司销售系统，统计日期截止2022.06.30',\n",
    "         horizontalalignment='left', verticalalignment='center', \n",
    "         transform=plt.gca().transAxes, fontsize=12)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06b4bc0c-2235-4e10-a55f-f186cb003ecb",
   "metadata": {},
   "source": [
    "## 图七"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "148c839c-84ea-4aeb-a7cb-8844dcf64d02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 定义数据类别和对应的销售数据\n",
    "categories = ['华南', '华北', '东北', '西北', '华东']\n",
    "sales_2022 = [9, 13, 18, 31, 36]  # 将百分比直接转换为数值\n",
    "sales_2021 = [5, 12, 19, 26, 42]  # 将百分比直接转换为数值\n",
    "\n",
    "# 创建一个新的图形\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 绘制2022年第一季度的销售数据在x轴的负半轴\n",
    "bars_2022 = plt.barh(np.arange(len(categories)) + 0.2, np.array(sales_2022) * -1, height=0.4, color='lightblue', label='2022年')\n",
    "\n",
    "# 绘制2021年第一季度的销售数据在x轴的正半轴\n",
    "bars_2021 = plt.barh(np.arange(len(categories)) + 0.2, sales_2021, height=0.4, color='lightcoral', label='2021年')\n",
    "\n",
    "# 设置y轴标签\n",
    "plt.yticks(np.arange(len(categories)), categories)\n",
    "\n",
    "# 设置x轴和y轴的标题\n",
    "plt.xlabel('销售额完成百分比 (%)')\n",
    "plt.ylabel('区域名')\n",
    "\n",
    "# 添加标题\n",
    "plt.title('2022年第一季度销售目标完成情况')\n",
    "\n",
    "# 在柱子顶端设置数字标签，确保标签位置不会导致图像尺寸过大\n",
    "for bar in bars_2022:\n",
    "    yval = bar.get_width()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, bar.get_y() + bar.get_height()/2, f\"{-yval}%\", ha='center', va='center', fontsize=10)\n",
    "\n",
    "for bar in bars_2021:\n",
    "    yval = bar.get_width()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, bar.get_y() + bar.get_height()/2, f\"{yval}%\", ha='center', va='center', fontsize=10)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "\n",
    "# 添加注释\n",
    "plt.text(0, -0.15, '*注释：数据来源于公司销售系统，统计日期截止2022.06.30',\n",
    "         horizontalalignment='left', verticalalignment='center', \n",
    "         transform=plt.gca().transAxes, fontsize=12)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a60d699-140a-475a-a6f1-77649cfdb602",
   "metadata": {},
   "source": [
    "## 图八"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d140e36d-76e7-4d5c-91a0-922e12a218d7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f7e7d229-fd20-4a52-9e72-ba11b7aa201a",
   "metadata": {},
   "source": [
    "## 图九"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "6907f5f6-f48b-4293-bf64-c904b43e1585",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 定义数据\n",
    "categories = ['口红', '面膜', '隔离', '防晒', '精华']\n",
    "sales_2022 = [2569, 3241, 2965, 3209, 3541]  \n",
    "sales_last_year = [3568, 4135, 4436, 4106, 4936]\n",
    "\n",
    "# 计算差值\n",
    "sales_difference = np.array(sales_last_year) - np.array(sales_2022)\n",
    "\n",
    "# 创建柱状图\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 设置柱状图的位置\n",
    "bar_width = 0.25\n",
    "index = np.arange(len(categories))\n",
    "\n",
    "# 绘制2022年和去年的销售数据\n",
    "bars_2022 = ax.bar(index - bar_width, sales_2022, bar_width, label='2022销量')\n",
    "bars_last_year = ax.bar(index, sales_last_year, bar_width, label='2021销量')\n",
    "\n",
    "# 绘制销售额差值\n",
    "bars_difference = ax.bar(index - bar_width, sales_difference, bar_width, bottom=sales_2022, label='销售额差值')\n",
    "\n",
    "# 添加图表元素\n",
    "ax.set_xlabel('商品类别')\n",
    "ax.set_ylabel('销售额')\n",
    "ax.set_title('2022年商品对比去年销售情况')\n",
    "ax.text(0.5, 0.95, '商品整体比去年销量有所下降，其中隔离下降最多，下降33%',transform=ax.transAxes, ha='center', va='bottom')\n",
    "ax.set_xticks(index)\n",
    "ax.set_xticklabels(categories)\n",
    "ax.legend()\n",
    "\n",
    "# 在柱子上方显示数值\n",
    "def add_labels(bars):\n",
    "    for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        ax.annotate('{}'.format(height),\n",
    "                    xy=(bar.get_x() + bar.get_width() / 2, height),\n",
    "                    xytext=(0, 3),  # 3 points vertical offset\n",
    "                    textcoords=\"offset points\",\n",
    "                    ha='center', va='bottom')\n",
    "\n",
    "add_labels(bars_2022)\n",
    "add_labels(bars_last_year)\n",
    "add_labels(bars_difference)\n",
    "\n",
    "# 添加注释\n",
    "plt.text(0, -0.15, '*注释：数据来源于公司销售系统，统计日期截止2022.01.01',\n",
    "         horizontalalignment='left', verticalalignment='center', \n",
    "         transform=plt.gca().transAxes, fontsize=12)\n",
    "# 显示图表\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c83eb89-dc58-4d83-9382-755fd8ac43fb",
   "metadata": {},
   "source": [
    "## 图十"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "7fcc0045-fa4f-4cde-9eb5-b162004d41d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from datetime import datetime\n",
    "\n",
    "# 数据\n",
    "categories = ['项目总结', '第三阶段', '第二阶段', '第一阶段', '资源调配', '方案设计', '制定计划']\n",
    "dates = ['2022/3/1', '2022/3/16', '2022/3/31', '2022/4/15', '2022/4/30', '2022/5/15', '2022/5/30', '2022/6/14']\n",
    "progress = [\n",
    "    [0, 0, 0, 0, 0, 0, 68, 0],\n",
    "    [0, 0, 0, 0, 0, 68, 0, 0],\n",
    "    [0, 0, 0, 0, 36, 0, 0, 0],\n",
    "    [0, 0, 0, 85, 0, 0, 0, 0],\n",
    "    [0, 0, 21, 0, 0, 0, 0, 0],\n",
    "    [0, 32, 0, 0, 0, 0, 0, 0],\n",
    "    [51, 0, 0, 0, 0, 0, 0, 0]\n",
    "]\n",
    "\n",
    "# 将日期字符串转换为日期对象\n",
    "dates = [datetime.strptime(date, '%Y/%m/%d') for date in dates]\n",
    "\n",
    "# 创建图表\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# 绘制横向条形图\n",
    "for i in range(len(categories)):\n",
    "    bar_widths = [p / 100 for p in progress[i]]  # 将进度转换为比例\n",
    "    for j in range(len(dates)):\n",
    "        if progress[i][j] > 0:\n",
    "            ax.barh(i, bar_widths[j], left=dates[j], color='#007bff', edgecolor='white', height=0.5)\n",
    "\n",
    "# 添加文本标签\n",
    "for i, category in enumerate(categories):\n",
    "    for j, date in enumerate(dates):\n",
    "        if progress[i][j] > 0:\n",
    "            ax.text(dates[j] + (dates[j+1] - dates[j]) / 2, i, f'{progress[i][j]}%', va='center', ha='center')\n",
    "\n",
    "# 设置轴标签和刻度\n",
    "ax.set_yticks(range(len(categories)))\n",
    "ax.set_yticklabels(categories)\n",
    "ax.set_xlim([dates[0], dates[-1]])\n",
    "ax.set_xticks(dates)\n",
    "ax.set_xticklabels([date.strftime('%Y/%m/%d') for date in dates])\n",
    "\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('项目阶段')\n",
    "\n",
    "# 隐藏网格线\n",
    "ax.xaxis.grid(True)\n",
    "ax.yaxis.grid(False)\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "41e8725d-380f-44cf-a9a4-0acda6b2e4ae",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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